{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import argparse\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from models import timer_xl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_769924/2571213225.py:20: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  model.load_state_dict(torch.load('checkpoint.pth'))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# init the args of pre-trained Timer-XL\n",
    "\n",
    "args = argparse.Namespace()\n",
    "args.input_token_len = 96\n",
    "args.output_token_len = 96\n",
    "args.d_model = 1024\n",
    "args.n_heads = 8\n",
    "args.e_layers = 8\n",
    "args.d_ff = 2048\n",
    "args.dropout = 0.1\n",
    "args.activation = 'relu'\n",
    "args.use_norm = True\n",
    "args.flash_attention = False\n",
    "args.covariate = False\n",
    "args.output_attention = False\n",
    "\n",
    "model = timer_xl.Model(args)\n",
    "\n",
    "# download the checkpoint from https://cloud.tsinghua.edu.cn/f/01c35ca13f474176be7b/\n",
    "model.load_state_dict(torch.load('checkpoint.pth')) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# evaluate zere-shot prediction\n",
    "\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/WenWeiTHU/TimeSeriesDatasets/refs/heads/main/ETT-small/ETTh2.csv\")\n",
    "\n",
    "lookback_length = 1440      # support the maximum context length up to 2880 \n",
    "input = torch.tensor(df[\"OT\"][:lookback_length]).unsqueeze(0).float()\n",
    "\n",
    "# generate forecast \n",
    "prediction_length = 96     # forecast the next 96 timestamps, supporting maximum prediction length encompassed in the context length\n",
    "\n",
    "output =  model(input.unsqueeze(-1), None, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0fcd32a2f0>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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B9OqWpnt48GExH3N9xG1TUHFzvZqP/AxqPuLSLu2azqOPWlyDx3Y651ZAersIBE1GXJlrHPNhVbvwNAydBHigUuT7qq/0thTDfNB0D5+4eKOxRmsCBI0Bvbdo1ZTC1t0jWH/Dw3hm74i1rRBz300XscxHTLDdStDAPq7/0lzXf0yr2kUgENSPuIHSEO9VTbNE/84DlbhBsPz6KmmXmFJbg/nIM+YjyzUfsYcRtAiG4NTxJf3eN+/F4Hgej2x/Fb/ZcLaxrTiDpba1aj7aNfjgDGMhJoifaxDmQyBoMuIGynjmg/t+RAtQ+Qq0GtORi0m7BEFgUNw8sJmMYT54r5d6J4lCsYQb79+OZ/aO1vU+QX2opvkYHC+XU+8cmrS20fuBB8zThR8zQ9F7stGMy3QQx8gUJe2iIcyHQNBGiBu4qglQDbOnKswHDyDimA+bNTFfS8t0cwWT6eDBSL0lkTc9uAOf+dHjANz+I4LGYDqltnTi52XY00Wthl1tFHvEaq/o4zDX0y7CfAgETUbckGOkTupgL0olzk6w91YRoMYGHzHUMQBsemG//plPXNP1OXhk+2BdrxdMDfT7r/c7ys+gvXqc5iOu31ArEZd2qdYdei5Bgg+BoMmIW/wXYyhsW6cRU5YbQ/fy95Z/jx4IeQDB39uTCQlUznTw99Y7OSXjZh9Bw0CrnabT96fh9uqxmg9yDm1EIsSnXURwqiDBh0DQRoj1+Ygpva0uKK1vO4XFXsTYvlvMxzTTLomEBB/NgCmErF+X4/q5EYgz4jIFp+3DItBTsZiPYOqf82yDBB8CQQvBzcCyhZjOtLHMR+1i1Fpeb55TtRRO+Hu1tIswH+0JY1KsN+0ygyWvlPng5nylNp3IzUWBuU2YjxASfAgELQQfgGjlSDWBaVwrc/u9jUu72MwH8Yhgr+W/1zs5xdHugsahNI1Jkd4PcQzaVEC//7jy8Xbq7UJP0+om3aZsTSsgwYdA0EJY/VkM5qOaw2l0oGKLU+O35+LSLlVKfOOYj+kGH8J8NAfTEUJWE5z+x6YXsf6Ghw0b/lpBY09+35mltu0TfJRigiIaqDe6D06nQUptBYIWgleS0AG6amltHPNRReNhMSEx5ZXVBKc0COLBhpV2mYbmg7cnFzQO0zHsivOXAYBP3vwoAOCkVQP43284tK59e6xD7LxMuM3sodI+E3lcqa3xObdRqqgVEOZDIGgieN6aD0A07VKPTqN+5iN+3xRZ5t3BX0uvoVq1S72TBGU++HkIGodatQiu2K8Q4y9D8fJotu7zCmKcdVupn9i0bT++f982Z5NIeo/zYFs0HyGE+RAImgir9K4O5iOut4tVllsKEASBXjlWS+HE5eo5mxFnbmZXu/DApU7mg6x8J/Ml9KTrerugRphVGNGBqEuDE1fybRxjCit9uj9+Hxqltk2eyC+4/l4AwEELuvGmo5YY24oxjEyxTb1JWgFhPgSCJqJa+Sztk2L7fEQHDK6BLK7XCw8g4lwtq5XP0oHfStEw2/Z6mY+4njKCxqFWwakr+DCC4BpbB9QKU8zKNR8zV2VTK57eY9v+l2LSLsUq+pi5BAk+BIImgg/APGaIq3bhC0eXz0c6GT7ScdUw06t2Cd8bBIGxLyswifE5qAWGQE+CjxmDYfsdw1C4io/MILd2m/5aYIiZY4LeVk3kLjt5Q/MhPh+RkOBDIGgirDJVznwYaRc+2EYHAWrA6yLBBx0Y+SBZj89HXLULH/OLpcC4xjh76VqQN4KPuT1YzyTifD4ow+AMPmpczU8lzWAEn5xFo2mXFpXaugKIuJ4zJsM0t4NpCT4EghlAsRQ4Uwy27XmMIM3yNTD35ap26UolnO/nKZxqaZi4bZQJcQUtNFjhc0K9fgxG0zJhPmYMxqRolWGHvzvTLjV2ap3KSp/um+uH2qFyxKWPMc4rjvmQtItAIGgkSqUA7/iHe3D+P9xTtQQ2LviwaebqPh+phK8rEgqOahhVqmr7fERP7HyQzDn2a2wvRDMf9U5AeUm7NAVxkyIVelYTnMZ1tZ122oUxH3GtCJoFl1dHwWA+op9v0XwIBIKGYmSygCd3DeN/dg1j274xY5udSuFUcrR4sxbmI+F7SCbKj3XeQfF2V5gRW7waN2lEv9a14jSDD3NbvcxH3hAczu3BeiYRlw7I5imT5Zps4+8HhamYasVpfqg3TevSLg7mI05wGiMCn2uQ4EMgaDCoH8VLgxPGNov5iNFE2L4G0TbnalLwPSBVYTfMhl9mWoZPBHHzQlzJL13pZip6k2wM81EveVEtxSNoDOJW5PR+dq70Y0ptg5iy01pgBp8xQXCrmA+X5iMu7WJ8znP7fpbgQyBoMGjFyivMWCnOtTQIAiMIqOYOatC7lR99jzAfjkmhO+1Xjlv7wKcGTMWa0POijIsr+LBM1epcoY7nyMTXIcFHEAT4p3uex6+feaWpxx2ezONLt/0Wtz2+27l9x/5xfPmOp7DPYfZlljRHp13yxZL1ncalP6YbFMQF4zkWfLhYmZlAYKSo7HvSFJxGM5tzXfMhJmMCQYNBvTqqOYlmY1IUUS6lSd9DoRRYgy9QrkZIJWxdhwo2upIq7VL7wKde251OYCJfdK5GE76HdDIBoGCmXdjYXKwzgBjPFcixOmOwvvvpV/D5nzwJAHjhmvObdtwfPfISvnbXswCAZ794nmVF/3vfuBc7hybx+EtD+PaHXmdsi0sVmGmX8n2YIrb3Bcd9pn8n+wpQ3/cXBAErtY0XTZcCINEE93368VSrdolbMEiprUAgaCiMctkqVSVmI7noqhIgnCAUw+BOu3hIJdR2F/Nhp12qrRgt5sMR9CQJ80G3W2mXOsfbMcp8xBihtROef2Ws+otmAPS+28nSfQCwc2gSAHD/8/utbXFmbtXKsmN7DBn3WeSpO2F501g9huL1UzMF+nm4rikuhRUX5M01SPAhEDQYplFY9EoQiK8M4Ss9NdZ2pWz2Qu22LDitMB+Onhsh8xFdsfLkzmHzuAELXBw+HwnP0wZnsYLTOgfc8WzIfHSKL0Kr0kP0o92xfzzydSkHPUBPOS6AAGy/DSM1YqUVp/5ZVOtX1Krggx7HxeYYDe9ie7t0xv08U5DgQyBoMOKYDy4yiw0+WCM19V6XaFS91/M8pPxo5iOTsrdxhuUd/3gPRsmkz5kPOvmExw0ZmdwMaT54MNauaFV6iE5sEzHt6xUzRkGDwqpW/DwIiPH5iGNFwv2XnPb+1YINy3m3SZO5S2sVtZ3HXvSjlLSLQCBoKOJcSuMG8moW6GridqVdSjrtAs18uLZnknbqxC7pDfDqWM46Z1faRad7fMJ8EDMoel6ua6yGMar56JC0S6uYj1qt6KkFv4JRoVGnGy53OI3quRIlsHzP136Ds770S6trsZWGrKL5aBrzYYjEzW1BEBh/s30+4j1y5hIk+BAIGoxJozognsKmYj6+cIvqZZFxpl1CzUfSt30+dPChmA/DOdKeqLJGRUuFcVFpF2Nb+f+E5yGdiE67qAqceieIuECuXdGq4INObHHsiyv4iGssZwfF0SXf/P1xpbJA+V557KUh7B6etJq0Ves/FCXInmkUHM+VQrWu1XHprbkGCT4EggZjT0XYBzgEpzFuoS5PAJd4TTEflO5WP/q+p3P6BYc2I2RNotMu/G/qnHsczAdN96RjfD6U90g9A24QBMa+JO0Sj1obvKUdaZe4hmfVOiDHBSvVzmmCpNWyDgaOoprgtFlBX6wXT5VgJK5L71yDBB8CQYOxbX9Y7WCnXaLz1q6J2SiXrWzvcug2zLSL7fMRsJQN3S8f9AF3OsgtOA2P6wo+1Fiszqkeh9NCyaSwOyXtMh2R5XQQ1xeIIukUnEZrM+ICZtd2U/Ngi54paFptjOiMgBo0H5bjabOYj+gAIs6xuPze6hqYuQIJPgSCBuPlkdDEKW5gBuIFpwBjGTTzEV11Uk67VJgPhxBQrXqrrUizRrpDBT0JfSw1wQbkuO60S4X5cBy3GlolKJwuWqb5MDwxos/B9THSe8/qgBxTWlv+Pfr1phuu/d1TH5fBiby5n2qaj0J8UDRTiG/+WIX5YJqPZhmjtSMk+BAIGgzDWTRGnAe4fT5oKaQr/aGZD0fu2ffg9PkINR/RehEKJ/NBOuaqa6QOp+5SW/Oa6im15cFHp5iM5RyMUzMQlw6gcH3f9TAfcYJT/npDBOtgrsay4f0/xIKPuJ5Ctfw+U4gL8ixTPSvtEh+czCVI8CEQNBhxzdD46j3KqtzlUsorVtzpj9DnI+dgRtIJO+3iWgmbQU/5Z2XNTvdtltq6NCHl/9U51TPY8oHdpU1pR7TKSKpQJcURB/pRV7tneRAR1yzRXOk7go+YaqZ6Bae818svf7sX+0nVVqMQy3ywwC4u7eL6fS5Bgg+BoMFwTdz6dz6gOtiLqMqRsDmci9ko/0/TLnQSVCtwxU7EKfb5cdVgqwzKgHCgp8fVmg9HF1TlPVKPz0enpl3iGovN6HFrTbs4mQ+7ukmhms9HHDNSzU6cMh/WfqsEH5bmg/x+w/3b8IfffRDv+Id7rGNOF3ElzXYgxt8brxGZS5DgQyBoMOK6bcYp+NU23/OQcghDOfNRdAQXvg/d08P0bjCDj2rtyOnArgbbZMK3giLaTTfj9Pko/5+aQqkt931wpV2GxvNtlzdvFfNRq+DUdUojk8RJtlqFFrtn+ccflf5xBUQ01VKNUckVeDDCzyv8/b8f2wXA7irdCNDrsLpDs0usynx0SCpxJiDBh0DQYJhiTs50RK8aNYvgh8xH1hGchOyFO3BJOMpaeaktPQ/X5O06btKRDtLHraL5mErahVfh8FXmHU/uwYmf/xn+8RfP1LzPZsAV9DUDtZbaupgPKvaslhrIR6z8E1ro7L5+10Q7OB6mRephVIDqpbczBXp/83OoXmobn9KaS5DgQyBoMMxUSTzN6vLMKGs+7HJZbZHuTJ2U/y8HH3ZaJmCsielKaV9D1iF09X2bkTHSLjWYjNVTamsLTs3fr/y3zQCAv7vjqZr32QyYLdVbc1we5BoBpuMroAyELZKO/h7oPdjtEDNXc10dJsetN+0S97uHmWtvG5dWtR1N4wM5SbsIBIKGIR9Dy1pMSETaxdUnhaddonw+VLGM2eCq/D/VfKgJyTUA0glHreaSPg0wyn+jaZe0o6ttqPmYguCUBx+Mdh9hvhDtgtI0NB9P7BzC27/yK/zit3vqPq7BfMQ0f+MBYBAEGBqPZj7iAmZqNd7lcM+t5nBKGZdqGh8r2KjCjMwUaFqxmoOxnXaJv4a5BAk+BIIGw2imVaWxnIuiTvggzIetvXBZpIdBAGE+HPum1tpquyvtYq7ewwCDn5dTcNoon4+YBmbtDJOtqu+cL/3eJvx29wj+6LsP1X3cYsxx40Sw+WJganyqBcxGcB3+nHboeqr1dqENDKuV8No+H1yA2pyJnAqqq5mMVWU+RPMhEAgaBZOWjs9jO9Muke3pWdrFUe3ikWoX12qXWmur97tW565upGbzOLPUlrI1RvBR+TE5BZ8POsjzc6JQ19suqFbGHIdXx6deGhqn+YhLBVVz4Y3rxKzFyL7ndNbNx5wTP69qtu1V7dWbVIqdi2FzrF4vnPmoUh0zlyDBh0DQYMT5fPCVjjPtQoSdrhWpTrs4Uie+V34//RsQOpEq1gQIV62ueIBOOJTd0ILTynmrwdX3UcVkTJXa2seKgm2f7R6oXY3SWom8I2VVK6ajAYhrLBe3X5vZMH+PE/6qn5MJzykq5m6nnGUzNSHxE3WUxkPFnnQi92YwHs06gi8Fy169TiZkLqGup/av/uqv4Hme8e/oo4/W2ycnJ7F+/XosWrQIvb29uOCCC7BnT/25S4GgkxHr82FVrNjsRKRbKBOclt9T/j8g7006qg40a+JgPlxshPO8PJv5oOkel+BUzTXa3KyO1WmtPh/tFnwYpah10urTqRqOYz7oR2fpEKr4Z3DnUZcIOuX7Tlv/apUzRndlHuRU0XSoNMu8dNL4faZBzzOq83T4u/leO8CS4KNmHHfccdi1a5f+d889oYnLFVdcgVtvvRU333wzNm7ciJ07d+K9731vQ09YIGh3mPbqbgFal8PHQ/2Y8DyikXAwH5S9cGgvEg6TsSIJTtRKMc9SJxROMaujCkednlclVdTbVZ4gxvOmd0cc+GQUNbm4urS2EvQ862U+6qkG4nDpg1znUc17olgKjIBkcNwMPkyfj/LPiYS7yqpah1yju3K1dE+E9qQnU3H8Jec1k8yHK+2kUK2xXFyvl7mGZN1vSCaxbNky6+9DQ0P49re/jRtvvBFvectbAADf+c53cMwxx+C+++7D6aef7txfNptFNhs24hoeHq73lASCtkJUKSL9vTudwPBkwWlIZkzypGqhqJmPhPU3anPu8lvQDeAquflcoWR5dbjO0zgvIjhVA3DIioBoPqjJWCX4yJSHmolc7RUq2U5Nu1TpVByH6TiiDk+En63tmRF9Ti7b+lyxpDUcivno705haCLvTCsmfV+n5KLs1YFyqq8bCbI9WvOh9t2V8jGZL0WmXcrMR7aJ1S4xgtMqwYbtiCrMR814+umnsWLFChx66KG46KKLsH37dgDApk2bkM/nsW7dOv3ao48+GqtWrcK9994bub+rr74a/f39+t/KlSuncBlzC3tHJud0fXg7o1QKmKW0m5ZVngiutve+F4oo845Jg6ZdtGjUaTJmMxC+RzrbKvbCcSvR81bjaYKU2nLWxDfYGjvoUcEHtdOuBjUZuUzVKNot+HCJiGvFdNIucV4d9KOLKg+ljQOp2FeVwy7uTVfeb6/8UwnPGfRaXh0xqbQokWyPSqtYpdeM+WiSzwf9bHhnWkvjUSUYmcvjeF1P7WmnnYbvfve7uO2223D99dfj+eefxxve8AaMjIxg9+7dSKfTGBgYMN6zdOlS7N69O3KfGzZswNDQkP63Y8eOKV3IXMGmbftx6hfuxCX//GCrT0XgAC8HjcrxdqXsAbNIJ/IYG3SzXFZpL8q/J3wafITHdTWeK5TMAMI4Twfz4Xm2EJame1zVDlbapR7mo8KgqMAlqltsu6Vd4tIfMwnqFmoJTgMaELirW7pSoW6DBlDZSqpsfleqvI06fJaI4FQFH3VUexlpFx6YVPbT7XhWyufIgpMmfda7h03LdpcGRqFaMNIstqYdUVfa5dxzz9U/r1mzBqeddhpWr16NH/zgB+ju7p7SCWQyGWQymSm9dy7ie/duAwDctfXlFp+JwIVqVQaKjcg4mA+jq61LNFpSFHc5wCgSloWmXZIu5qPyY7nxnBkkuNMu9uqdCk458+F5oZFYwVj5l//XzEeufuZjXiaB/WNmIEYrDjJtxnzkHZqXmUauUDI+W1twGpBtfAKs3FcJH+mkj0KuaKzutU4ppcTG9j1bFpzazFe1zrRxIln1Xh18RlTdzEs7mI8Z1Hy88Mq48XuhVEK6so6vVt1SbftcwrSe2oGBARx55JF45plnsGzZMuRyOQwODhqv2bNnj1MjIpga1KpW0J6wvAgizJ66U9GN46i9uqvU1lXRQhkI37Mby5npERUkmIGLcZ6Oahe35gPhOTnSLuq98xXzUYcrqQ4+KitbozLC0VOkXRCnCZgpTOR4E77oKgy7v1D595TvReh2yv+72Dr1c/n7d1S7VCnjNTQfEYF7dyW4iAo+eirBSbN8PrgXi6HLquLzYfl+SPAxNYyOjuLZZ5/F8uXLcfLJJyOVSuHOO+/U27du3Yrt27dj7dq10z5RQRntZqgkMFHNpVG3p3elXSg7wXQZQLhqMoIPS3uBWJMxj9igqwnGFXyYqZPKebk0H0RrkmRN54AwHaSo8YkpVLuolW+Uc6w/k8vcKcAoxXRMiMOTeXz65kdx77P7GnbMquk+psMpOtiJZMLXYmbTKK5yzybte5Z2PNaaD4MZcadSXL/neBfjUsh8AQ4BcgzzMZOwRKQxYl7OdFgGb01My93z9Cv40//YYrjKthJ1pV0+9alP4R3veAdWr16NnTt34i//8i+RSCRw4YUXor+/H5dccgmuvPJKLFy4EH19ffjYxz6GtWvXRla6COqHKmdrN3ztrnJn0Y+86fAWn0lrYTfHcgcjXc4Gb2FwkXZM5AbzkfABFEPmg2zzHZMAZShUDn0yrwII+zpcFtlUVJpnrEk57eJyXjUp+1JQ/kySNeg01LW7Vr7tvGI0u77a5/nXtz6Jmze9iJs3vYgXrjm/Qcd0T8wKPMDMF0tI+OoeDHUbaj2adWiNuhxsHe14rNIuJstiHjfOFyNKH9WdCtMuQRDA8zwEQaBf32zNR5xuw0qzslOyS2+bp/l4/7fvB1CuWtpw3jFNO24U6go+XnzxRVx44YXYt28fDjjgAJx55pm47777cMABBwAAvvzlL8P3fVxwwQXIZrM455xz8LWvfW1GTnyuQlHm7YSJXBFfum0rAOC9Jx2EZf1dLT6j1sHKcUfkePWEGmGvHifepMwH9/kw7NUdKnzf8zTrolgIt726Kx1ku5ga7qdJm3YPgw9SSVGoLfjgdL9rv4CzSeuMI1so4sebd+INRxxg3e/0O6VNyBTuf35/w8+nWgfYOGdNahSW8Mo/07QLZ+tyBfue9Ok9GVPtFXeeUfbqivkAyp9tJpkwnot5jmoXilIp0AF5PfjVUy+jK5XAqYcstPZnnKdjARH12moeK83Ai69OVH9RE1BX8HHTTTfFbu/q6sJ1112H6667blonJYhGu+W3AZN2fP6VsTkefMQP+rWsIv2oxnJklWkHAWHaJRGTdvE9EOajPMFUbSyn2Q1bi2IGRK6Aqfx/F/EmyRVKmFeDxlz3o0na+3XpSpqJf/zFM/iHXzyDxb0ZPPSZ0F6gWApi+5UAwMsjWetv00U1/wgr+IiwSPcqKSyXS23G0bU4DD7LRmMAUIz1uYljPtys4bxMOE3lCir4CF+rmI+o4CNfKiHjJ5zborBvNIsP/tMDAIDnvnieEbzwYD2utDqqtDbpeyiUgpY4nLZLlrI9OXxBJFJkxeiaNFoBGt3vGmqPqLpViBLFKRTYKtKVokj4VBTqCE5IEzc7+PAigo/y/57n6cBHMx+OMduswin/nyDshhL3mR1v7XNW92gqGZ4Xp96joM4547BmLzoCnGbiF7/dCwB4ZdQMJKLKQSmCGeBqqjVhs82uKDsR6jaUpsdIu3CdkqOax/fcFVpWZ9oCD0aiAzXt85FKWK8xgw+b+TCYsSl83LuGJvXPk0yLYneqdgfF5d/Na9LtBhztFZoFr02iDwk+OgyU+ah1EJ9pFGMGm7mGqoJTnce20y4ubYWrrDHp+zHMR0RXWxIkqJSPYj7c1S52AOE2GSu/xotMFUGfl6v3SzzKb1Z28oawz5hcmn/PRYlc+TPputZaBbLP7B2t+XyqBT1xOgWz2sUWnBZZ6izvCC7LjJs9odo+H9HPh9VIUBmYJW3/EfW/59F0ULT2ol7QtNMk665cj+Yjym9FPb/N1HwotAt5LsFHhyFF7hz+ULQKhjixTdiYViHPgosok6WQ+XBR2KRsMSItoytWrCAg7Gob1bROaz5y0cGH22QMVlBEdSopnfO3V6AeaJVNjcxH5WVpR1BjBkc17a6hiBrAOePgCj4SNQYftz2+q+bzsauq2ERuGXjZq/WE7+lAL0uqkkqc+XDcs15E0Fu1t0vJDD5oIEmDIh5s68Ak4ZPyYFqhEx5jKvfH8GRYETLJKrT4ms+VouTXwLe77ulmoU1iDwk+Og5k4GoXgxrDPbFNzqlVCPPUoYmYYb/sqP7Q/VmMape4ygJCj+uKFRIEON5LAxu72sX+zlzN4VwmY3rl60MzH7SUk1bw8FRRNehOvJXzLZYCfa6t1nxEUdfVTLUA1Cx+rOeyqjmJWqxCyb436H3n0jGEmg87MPU9kIA5ejyI6znDS4C1xilhM30qmEonfB0UUWM0gxmbQppriDTT48GHXTlkpyhd2wASUGvmo33u3WZDgo8OQ8mxIm01DOajTVJBrUJOBx9J62+Au4+GbvDmSJ3QyoEimegVPa72XW2SpyWxdrVL+TXvPHEFvvmBk61zpj4fUSZj1HrduCYaUDkMrOKgNR/EwVSdl6uMuJmIGr+tTrwu5mMGeG81yanPytZaRGuRaCVUxjWRxzIf4fcbGt/ZYlaFqDSkPk/DQ6Sk983ZDbXfVCLUME06KnSAqTEf48S0jTN1Uf2ayj/X9trWaj6afkgnJPjoMLgo7VaDPm/CfJSvXynwAS7eK/+ccQUfeqKG1dulVArC/i2O9vVhYOLWVlBNCK92KTkChKj3cv8Rl04FCO8Dut217zgEbMVN92sKCttY8+FiPmoc/XmZdhx4zyC+MOETaD6iXNaZwqi8VNurOyphykJne0Kt1tU1zhyNNq3jKbucDj58XUlFGYrplmLTAMpmPsr/6wDCYRToarJHzyts7tgKzUd7RB8SfHQYig7Kk+K/tuzCFf+22XpgZhKGnXIbBR9BEOBztz6Bb9/zfNOOGTIbZLVOzbHYJAHYhl3l3i7mQE5pZKfglJTw6by9YwJJ+J4WnHLNh+fBLTg0KlrcvV0Snum+y51Xkwk3pR8HXmoLhMFYy9MuEX+3hJ9O5iP8OY69HJ2s3YlSTeK6CVsp/jxcrpy+Z/u40O1xzAdlvuKMw6r6jzhN9XwroDY0HyyNyPc7leCUnrclOC0xlsnBTmZ0etIdfLje2yy0i+C0Lp8PQesRt6oAgPU3PgwAOHrZfPx/bzysKedEB/9WRPJReGLnML7z6xcAAJeceUhTjqknW99HKuEhXwycA3k6ETaHc7IISTfDADDBaYVqLpD3phO2+t+VdlE0dVEHEBHMh4sZYQGTKvH1vPJqWKdHiBZF2aTT1u9xUJec9P3Iz4q+rpmIZD542qUK85ErlHQwyCfJeuzCw6A21N1Qc62odvSAqelx9XaJ86YJtUThat9VSRP+bgYFUU3u6HvLzIeZZlTHSCf9MO2Sj0i7oH7QccwqtdUBRAIjKJjmdyRQG88VHU6z0OfNz7NZ8NpEcirMR4chyuWRYyaMjKJAn692Yj7oAFp7eef0QCtStC7DUbaY8H3LpZTqI0LDLnuyTfq+9r7gpbZmgBCKQik93s2qXXQ6J1IvEr431HyYHiG+XzaoUhR4Nl8yU0W+h1ULewAA2/aZXUGjYFi3J8xSy7gKg2YgirmuhfmgwQe9R+1+LLXfs+q4BqNG3m/3RbGDN89zl9qqoKjLcT9XK/GOS7u4hgpn3xgH06eCp1QiPOfItMsUbg86jvGmfRbz4RDYZhwpGfpeLtxuJtqlQ0ebnIagVsRZ+bYK7erzkSRPGR9AZgqU+XCVllKHQ15uZ5Stsm007eL7sFIrLmEnF4UCyl6dm4yF1DkPXOix43q7qImHrkLpOSd8D6sXzQMAbK8x+FDvdh13uoLC6WI6Ph9R2+3ApfYL431wAPMzqiXtkvDhDD71ZKvTLnZKo1ztYqcSaNdb/l7XxOuyfU86gmJD86EFp+60y1SoDzqODTOmLi7tYpclu9MuXYzJaRSefXkUY1UbxwnzIZgCWp3rdiHO4a+VoJ/PeL45nRzVoBUl/KTbU0nObiDcxnw+qNYn6fu62RZ3KaVmXjwwAczGcqqiQff2SLjP2TAZY+kgej0AyCq0ZB334MVl5uOFfWPOz46DTmy89LjVz0Gt1S6uCZb+LRsTfEwl7ULFuXTi4xVGecf3S0XB6vVBENiC0wifj7CrrUMv4hRnhufX7dCTGP4jOiguGteWSvihYV8hvOfM2KP++4OyToMk+KDVhq6KFa75sHw+eHBSR4BZDZt3DOLsv9uIt335V9Y2+lm3id5Ugo9Og0lpRr+umTeY4fPRRpoPOrCPZZvDfIT6CSLeK9q56KSzOVw42XIzL4P58EJL6fHKKsfd/M1kNtRxu5TgtBK40JLGOMFhOQgwqfdiFPNRKBpBAU27bN9fY9qlcgpGTxkmsKXX3kxEMR98petiPszgIzo1WE/aheoQ9N/imA+XV4ej2oVO4mrftH8NvWfjWBOXWJWyC90ui3T1rJCgWAXMWvOR8NHbFUoXlUh3upog+vkMEs8P+hxmHEaBcSkZei7aldXReHCquO3x3QCAlwbtFhf0c20XwakEHx2GuHxqq9CuzAcdBMdzzWE+XOJMl1V1wnekMKjmgzMfZJvneeipmJgpPwJn3xfNEoTHp8wHT7tQt0jqNqk1H4SRCbUXJX1cgIhZ80XjXvA9D4t7y93k6GAeB6NvCGdcDKq7pt01FDT2oEJRzlZwrcXND+3Aq4aBVbjdTtnU/izpHjoJT08udFKMC2yopieTMoNLGth1pSirUrLf67zfy/9zoTI/hy7HZB2XDtQ+H8my5kMF44MTOeO9wNSqXehnN1TZJ99vxpFmslNUTPPBxLuN1KLFNYqm5yiCU8GUQAeDuBVfM13sjGqXVswEEaAP9mjVPGhjQKniuCZdtDOty2SMpxl08FH5XlWzLR18kKCGTgJBEBiTs8teXQU/NGCi501NqFJsdct9DWjZI2Unkn5Y7TKRL9bEkNFKClvzYacNmgn6fMUyDOz3T//7FuN3M+1iXkc9aRf10rLNuT0pxpmf0XLpTEzKzmWMZxiUOQSp6rtx9TIJK7TcAkzKqnBGTv2v7ouB7hSAMLCdvs9H+K7RrLuKRumuXAFTVCktT7s0MviI8++gz5ukXQRTAr2V45iPZt5f7SiCBcyVZLOqXQyvDqcaPkxxWGkXg/lwCyzVJN9TmcgVo1NyBDVBUB78DOaDVLtkdVqmMpCz4COnV7dh4NMT4RGi0y7JUHBKB96E7xmur7WkwYLYYCx8XWtKbcOfadBQi8kYRT1pl8l8EetveBj/selFaz/0O3LZnNu25hFpFy1ktvv+ZGK8acz32gFE2sESUPt0V1NCw1SPBUVU8wEA/T1pAGEZ93QFyVEmY0baxRFQhe0T7K7V5na3D8h0EBd8tKKHTDVI8NFhoKu8dmniVjJo5/Y4J8Ac2JtVhWN4dbgEeIRliKpo8Ylhk6sMFwg1H2M87cIDCCLCU03neKltXu87NHNS76Xn5XnAQHd5kB+cyCMIAktwStMutJOuos7VgD2SrZ56oaW2SZbuqbXkfKZgeHWQ77eWUluKWMEpS7t8/75t+K/HduGTNz9q7ScMAqi7JtGWMKOsqL4/XLfB9UIqyAyDE/VeOD1C1Cmoe50Kp9VzkfSj+hGFaRdujEc1HwDQ12V6yJg+H1NJu4TvmXQ02QNCDYxLP6NNxhhDp94eLgAamXaJDj7aMV0vwUeHgY6zvCGY8XszBadteGMDrMqkSedFgwSXxXLRyYzYKYwUWykWWPAxr2LfPsGCD7pKBMqfAS1ZBICudFhqGwSBnhCSibKehFe8lMh5DfSk9PFGswWL+dBC2FzRuFaF+ZVJopY0GK2k0JOTY1Js9S2XdzBsLsMtAFp0q5CN03yw33nJJ4WRGlMTPU27xARFrsaBLsFpuUzbdBOl7JTLI0TtW93rriaUSVrdRUuASdpFpVVUcEF7uwDQKT3FBBrPu+P+CIIA/3LfNmza9qq9EdzhlCxiHNUurvFPfU5BEP6Njt2h4LSRaZfoba4Gla2GBB8dBrrKswx8WqS3KBrMR3tqPpqlRaHBh2sSoJ1pU2yCMlI2bLItsYm8WzMfFXU/ob+TCV8PRLliyWJN1KqrFJS3q/tGBRBRfWOSFb2IWtUNjuf156qYABWcDE3kQ1aEsAR9XeXtr47VznzQUlvunFpG8wfTKD2F+i5VEMaZj+HJ8nUfML8svq0n7ZKMURSquVI5zZbPxX2O/Px14OITe31Hx+OyXsidlvEo85G3g4+0w3pdm4glqOGeHVT6nqfTKqrslfp8AGEjR6XPqOZw+sute/HZHz2OC67/jWOrmUqZcDAfvsP4jh7XLHk2nyOACFIbqfkg0QdfmLbjAlHs1TsM9L7haRf64DZT0VyMGeRaCVfr75kGtSp3203bAUaO6Tpo2sXVtRaIZz6A8iQykS8aaRclRKQumNSPQ01umaSP0WxY8UJTOgDQ353C3pEshibyluC0X6VlxvMWKwIABy7oxnOvjOH2J3YbVQQKCd/H2sMW6ZWs+jwoowLwUltrNzWhVArw6IuDOGZ5n/GZ1AI6OblSGN2pBEYmCxatrj7L+ZkkXh7JGhN1tbRLMhH9TFO9kApq6T1vN5ZzMQy2vTov8aY+LvR6y5UyjrRLZbvLE6NAgl5X2oX6y4SC0lzl/E1GZZ6q/qowauZ+YOHpPaP2HwloUz+jZww5py7tl2NrQmjJc75YQlcqYSwcu2eE+TBTgV1+eA7V2nK0AhJ8dBjMtIu5rVUeG3SAUiu7doChrG+g5qNQLOGhba9iLFvAa1ctwIJ5ab3NmAQcqz1D82GlXdQ2MydcKgVWcNHNJ2PGjKSTPibyxcpEUP6bigFSlZVmoRSUhaFFM0hIkxUsHafU9nmZJDCSxXiuaFwvEDIfgxO5sJqBBB+HLJ6Hu59+Bd/9zQv47m9ecH6+7zxxBb564UnGqloLbLM2rT5Vzcd3f/MCPv+TJ7HumCX4fxe/rq73Rjl1csEhn1zU56W+v0nDXj1alwGYQRwH/awSjhW5+nleOoEx1nOEpmystAvRC3nEHVd3RDZ8PmLSLk7NB0272OJsek39EWkXxYipLtKjOdvnw6X5qDb/0rGUuiNTNi/skWR/lhlSlqzeQ8frmSi1pbdHrhLw6HNwpLNaDQk+OgxxgtOcYxBsBugqtFYPh2bAtcpqBP7ujqdw/V3PAgBOPXghfnDZWr2NupTq/iwuhT9ZododYj3DJnuyUIwUnI6zwdbnAUShpAd2Stt3pxIYyRYwniuGK9AES7sUi8bn5juOzbUoepIYzxsVOArvP301Xtg3roMIilfHc3j25THsrJgkqUP7nod5EQLb8uumdq9/794XAAA//5+9db+XrnapH4d67FxN2IBw0lPM1aRjPyow5GlU2i5gPFfQEy5gMm66v46R0in/PC+TLAcfDuYo4ZNqprwpKFVBLxUU0+uN8vlQ27mGif6cTPiWwBogz5LnYX5X+bjKRIxrPubp4LSsYzIb2MFCtfGRBkEmk2MzH0ZwUlJpJpJ2KZnPN+DukzNdULY7my8BXeE2V/+ZVkOCjw6D4fPBNR9V+ibMFAzmo8aOpc1AcYYeOBV4AMADL+w3j0moZLUCLTr6pLjSLlTd30Vo24lc0Zrk1eSluuZqUWhlkqCiUTUoUeFnT6YcfIxlCzbzQcoaebUDYIpKeWpFaTpGJgtOwemRS+fje390Klz42RO7cem/bNLvoyZjaqLlwRYw9d4udPKuB9/59fN49MUh/buLRYjycVDXpJkPh+C0O11O2fC0S4qkXY79i9vxk4+dieMP7AdgNgcM9x1Oiiog6M0ksXck60y7eF74mYxnzbRLaJ+vmA/OjBDBqaO7bFrrnygbGT4r7lLb8PsPNR0F47PSmg+igeKPuuv2qOYNQ8cLI+1CnkNXN12jwWPCR65Y0s8XHSddjq/ThaFDiimtnmqw3miI4LTDQG8bnrujVGEzG7zR83i1jZgP0/a9OZ+HUS7rqnahzIcqx3MYdlGr64m8PclTZmTCUVlCSyZ5ygYIg5dxI7ApvyfteC/dd7fjvSrfrKyuR0hQE1cCSJFkaapwVR3m9MccgsKpsnxUV1IPPnfrk8bvLs2Hy2q8vL38AnU9dOJS90EYWJrvTbB2pPc9t0//TN1AwxW5XYWjJnFXqijhefrYuWKpEtSa904X84gpke8o1ucjpg8KTVG6Sqh9366SyvPgo3JdY9mCxXK6Ao2qaZcowSk5Z+4UDJjBCfdbCchpdaftz2q6cAV2zm0SfAimgnjBaXiD8UZSM4lxQjvW6l7ZDLTC9p0GEAnmNEnFm9QBVZt5RaRWJnJFy08jnQyp6vF8wUrLUDtqFwPhGqzV/lyBCxBOQPNI2oWfc69eoeaNSa0WqACG9w3xHMyHqfmoafcWlEX9dOEqW43ualr+XzUGnHQITlVgwoMPrl0w9F/6O4aVOqHnqPftWAlT1gSoBLWkuoNelwqaXGLVQinQY0CYdrH1TzStxnv3lK8p3K7TKpVzUqxQmgtOyTm7Pqdw3/E3Dffu4Lb+CUfZcfm15f8NE8GSo9plBrrauvxGatnWKkjw0WGgUXxc2mWsSS3kAVvnMZ5v3rHjYJb1NScgogyF1Zk2omzRNZADMFZWrolcbR/LFo3JB+ABhKnpAMLBetTBUBiBi5P5sAd6tU2ZPY1MhnoQv1bmwzdLk6ngUAlZ943mjG3853pAU1vTAZ1A1PPpshoHwmvriRGchk3WAud7FVzmV75HTeRCXU1YAlxhPhyTvDKCU0FxOYVhfofqvFVJK61IoRUe3B3Xpfmg+3ZZwtNroizVWK5gaz7SITNSy0KjHsEpYPdBomZ9hgOqcjD2bBEt/f5mQnAaV07bjqW2Enx0GOg4G8d8uAR9M4VBVjI50cTAJw6tYD4oQ8FNxuj3RQdrnj9XAUQXZT7YJA+E7IXBjDB6fIxso+/tNZgPFTCVD6wG1fGsufJV/Uyo5oOfl0q7jE4WnILTOKisAm+L7nseVi+cBwDYVumIWzC0ATXt3kKjely4vClo+3k1QdOFQ49Dl6Gu29VeHrBTh2Y6oPy/EXzQlE7lvSqwcaUC1X0XNi0sGGkGwPRxKR83DBCNvkB5M+B2et6QShkeqNN9K/dUdR+NZQuRPh/j2aKh9QIimI8q4wEfL3R1T+X0lOcN3Va+pvL/Pkm75DULFF6P6g7dSM1HPqaiRUzGBNNGrMlYi5iPIcZ8jDUx8ImDy9BoJhA4VuHVVj5J36+P+XAEH92GyC56kig6WJMex0oxqd8b9snggQlA9CJZ+7gqqCmUAp2fnyrzoT4t3wMOWtANAHjp1YnKa6Zf2UXfNp3mdMbAztIu5e3296++O+rzoT5r3RekFBjnZfd6cXt1hEGrPeG4/CVK7L5T3+9YthimEZSJXMXHZWhcMVDQ76XaDe6Q6tJ8UNaEi6/pez2v7LyrAtuxbCFS8+FiPtyltlWCDzZe6GCKfs6pUJOl96vTMrDYHJr+5EZ+jUBcjy1hPgTThivPq2AwH01qIQ+UKXaK8TZhPszV3cylXVwOhy7mgzda4+K9qHLaSOaDGI1xUSmdJPh+ARg5dF11kDDLZQcncuR6wuvVaRfSPC5BJi4V46jVca3MB/+8XNUOyhK+ET4fFK6eRI9sfxV7RyZreK9L80Es7ovmRAzEMx+mQVU0e+ec9Hw4mQ8VuGhWxaFT8RmzNZYLtUSK9YpiPtRXnGFlvrqrraPaxejEG8N88AqvkcmC/lzSrNplnJyzguv2qHbH8EAvTLuU9Dm50y6Vc3aUD/P0Vvk4QcOqT+ICDNF8CKYNk/kwt9HId7yGrqGNAn9Q25H5yM/gA5dzlC0mfXtApXSwqflgPh++mTqZyNvaCoBpL1huvp/anCv2gmg+enX1SDhYq5VaP2lPzrcBjPlg5+X7HnrTZpOvuG6bFGofLs0HncyzhZJBKzfiq+X38JYXB/Ger/0Gp37hTuu1/HJyDl8LQ//ALPKBkHmimg91TVT0abAq1mrcrsKgbrBU86HugR5n2gX6vQA1dLO1RGFgmjeuV72Xe31Ymg+HiVjCg9W1GDCtzAGaKgxN0lJJ85zHskXru3TdHvUyH5qdJIJSl+CUBuNJdk20coiWTTdKdBqXWjFT0O1RECDBR4fBYD6s6Da8qcaayHzwG71dmI+iEag1Kfgg+opkDPPhe47KASKwAyIEp9Srg6ZdWBBgBBDFcNBToDR1njEfoUtp3lkpEyc4BULdhxIix9mCUyR58EEmRZrGyOZLjrz+9L5f7qnxcETDMcCu3sk5JsxkImS+3MGHo1Kick1dRDsRZw5llniW//ep+RXdrvbt0JMELMCY50rnKWaLBCb0ej0efDD7dRUkuMzhaFlqVG8XgOiJsnn9maqgppeUCE8ywbvr3qh2u3CDN6uNAakMcpfi2gGX0asoaTNj00Vc2sV0OG3I4aYNCT46DDR/GZd2aWaPFX6jN7PMNw50gmqksOvAgW7j95wj5+97VMFvTj5J3zOMxEKrauj3AjDaiPP0BsDSLixI6CGpEVcAQQWn1HsEAOZXjMJGJ+0SXrrvKEZmPgs+6i61dZiMpRK+PsZkoWhNxFOJLemzxCebvkrwBtiTF9ewuCpHfFd3YCPtYjucanfMiIlJ3Ufqu3OaWxmCU1LGq9IujoZ3PLXSQ3xcuHMuT+mE11v+XzVMU4yOCjDSjmqX0NzMflboNanbhzaP0wFz5X20bHpowlx4OZmPKjcMD24nWQCZcDy/gLmA4N4l9LPknacbgbj+LWZgIsyHYAqg91RcY7mmBh/sOW6kcc50MFPMBw/6DG8CknvXzEfRZD60ERhPu/CqAxJ8VBWcMmEgbXrlSp2EgtOivm8UTawmt5HJvLNSpidNApeYwEY1AatZcBpjMgaEjMAkYYIUpsJ8GKwCu4n7SfDBmTweTOUdqQSfpIq4pgdwaz5ocOpKQ6j7p5foX1zHpUGrAhecRpl9AdTQrQCuB+GrfUusSkq46XZX+3n1Y4JoICgDxdm++RkqOFX7LW9LJXy9D+6yPBWTMZWm7WGfJS0f70qHgtOABczJBPUuUdvK+/YrAlrdPLJhwUd0tUvBobVpNST46DDE+XzQG8wloJsp8PNom+DDyHM2J/gIB3I/dDBV1Q5sIueujbzahdLnbsFpODByBoLqSdxlurZAL7RID8/L5S/iLLUl25fMLzeVeLHSo6VewanLZIx+HvSaFKby9VJWgTNjVLMxyCYzfjkunw+j8VjeLLUE3GkX6jSbYu6YQHj/qPTDpKN1vct/IgiCsNTWmXYp/59wMh+VbZz5yJmCUvWZhEJnJUgt/93p80HEzNyQi77XFdjwahcgfB54c8upmIwpnZYK9LKMyUn44f0YBOE9QEveLRNBFky5AszpIJb5aJL4vh5I8NFhMJgPdoPRSZD6C8w0uICpmaxLHOJMxjZtexXvvu7XeHj7q1PYr/k7DbbCyRjW4FMgSnmAtJ+v+KTwAMJVaps0mA9SEskDF0IJu1iTXofDqWIeeh1GYa7AJaoEePXiHgDAcy+PGedUDWrycwlOAdpXxPZymErFSyEmLUdTMiNsMrPSLg57dc/ht+FKuxhNyyhrxu4dwGY+Jl2aD9KUUFW80eN2xaZdyr+7NB/qkjnzUWQBYqg1Ms3gUo5qF55WA9yC1FBwWkkHUp0SFUJnTKGzguvOqNrbxQr0uObD198vAEzmzFJcVzkt13Q1utyWjnFxaRexVxdMCWZXW3Mbv6kaad0bB2q8A7Rp8ME+m//19d9g845BvO/r99a9Xz7RZZ1pF9KenFHUoZ9GKAql20P6O94tVDMfeVtw2kVy73EGZS6fD22RHqH5UNbgY1m35mN5X5n5eGU0W95vjYLTsNS2whRU/s6ZoEmiY1GYSpztSmm49lfNNM9lr07tt7k7JuBuLGcyH660S/lnxZjRtAv1zFCT4sPbB6199LjSLiUzQDCqXaIC4hzremtVWZlpl1D/YB+X+oO4ql1UYKMqtOh9abj2VgI6O+0CC/Trduk/8vqzThnXG3rmlD8v9cxwjQtNJYV9cMxgKs0qg6aLeMFpNGPeKkjw0WGgt01ctUv59+bcZLpE0GFg1EpQRobn9NWANJVVQGzahYrKkpz5CCcXABjoJh1gS4G1MtLt6SfyoN1yFbTmI0sDjPI2qidxvZeWLYZdbcvv0YLTHF1hOgSnOXdwQitT6PVUg9qH+tq45oP6i/DBdSrMBy2/jmoAB5iTPGC2SwfczIdLe0FTFK6OqDT9lXalXSrb5znEqpS9WNoX9lJ/4ZUxZ9DjCmpCPw3i8xGTCgyC0ARNfcPUI4Z+HhmH5oOW6bq62lJNCADDZMzdr6h8bjbzYd8b1ez51XkqnckkYy+scnimCSk7GDPBMUthpRzs1nQQLziNDrRbBQk+OgyGz0fMJOj6faagbnQXpdtK0Ge6kYJTfb0pe/CgEwgffHjreipqHJnMW4OT4VIaw16ME0GqkyUgZZgKukyXpF24FiUIQgM5Q3CaCYMA/l56bIWau9oy5oNrPtTnNUy8SxTqDT4Gx3N4dMeg/j2O+eClmz77/owJkwSfKhjXglMyYaq0GG3CRgNXZ9qFpQIoI0Mn6qOWzdd/HyaiYYCU2joCZvX5U+aDB8TqvilfV9guPpEwA5eQGTFZFSOYcqRdXIZtoeYjZOviyseHebVLNeaDbacaGS3uZaW21nPG2A1X2oVfTyiynQHBqTAfgkaDPkiW5sNiPpobfKiBqW1KbQ0BbuM+C/UdaKbHITilXT55zldNxslE2MRrIm/rNqh4z5U66SG5fb4S7CJ9Y2KZj1zYWE5NALSPhsrdu6pdgiCsBDGDD3NYqVdwWgrKEwCnqWmaig+g9Y6nv/eN+4zf4zQf1KYcCL/HM49YDMBtVU6N0XiKgra9B0Lanaa/XGkIS/MR41J6yOJyL5yyODd8nTonyvrwe4syH1qMylb6gGlup77jbiJWLTMj5de6ervQ75eXpdLtKr7oJWlIF/OhngeL+XDcG66WCAr0HLXmgwUXKt3Dv2MaQFrPvxYFl/fNNWHThSuwc20T5kMwJcTlKlvNfLgm41aCZlpmgvlwBh8OzYcaXFwDZoYMXjw4oRS2y2RMN4CLqXbJRlXKVAbyUmBPPrSPhhrIXccFQmaEplYy00y7AOXPkZqMAUSgO563XSzrZD627hkxfufBB909b1WgO8Q6rcrDc+aaD+rYmSFeHpN5XknhFmCq70kxU+WOxeW/cT8OKs51pQJcbphqQo3z+aD3NfV54czIeK5ojFVx1S5lQ77otAtnmoYn89Y5A4T54NUudaZd6Dmqz5o3yuNGgJNse8JR7RJEMB/N8PloRC+kRkOCjw6DKTitEnw0uY28y8ColTCYj0YGHwFLMxVdDoee7lzJmY+kYyI3XUwr26qZjBFKOMqafbJQjDwujwmo5bNlFEbeS63hVZkw3TdvVV+v4BQof8YBW/mqyedV0q9GYbpfr6UJIj/ztAtn+lxuob7nMuQKv0OqCZpkzAcNPswgofyz+t4BW8yoPmqadnPt1+VxorRINCVHO88qUNGplbKhImgyPoU+Hw59lBcvONX9inrC4JP3MgJCLUwtzEdc2sUIPljahQfqUS7FSWe1C4xzbnipbUy1i4vpajWmFXxcc8018DwPl19+uf7bm970Jt2FUP277LLLpnueggrog9SuzEc7+nw0srZdTTBqkjU6kxIvD65mdxl20aoH29cinJxKjpUeNRnjg3Foox3oIJRqPnzf0yt3BbMUN5zo+TYgXB273svTLlNlPjhT1Ncd3bl0uqs5i/mIEZzq7rM6+HSnP3hFC2VFANM0DQjvUdr7w6X5oMEH11b4vn3vqEkpFaEl4QFEF3mOeQAAmAZpdjPEUMhMP0NXtQtlNmoptR3otvsVudg8Hny4EMt8kM/GSruwz4N7qtAeS/z5599Rw6tdYpkPsq1N/NWnHHw8+OCD+MY3voE1a9ZY2z784Q9j165d+t+XvvSlaZ2kIESc4JTfxM3WfHSTCa8dYDSWa+A56euNmXxoqV2U5gMwBy++MuoiaR3Vatx3rPQoxc1pdyDsw8G1F3QSA0zDpv7KRK+DD48HH9GBCxec1qv5AMoDKXdmdVnCK0w/+GDMBw0+IjQfYdrNnlCproOvitVHaW2vvLda2iWdsFkTnqKKZj5cWhJTNEzvW35f0es2TOYYazKRKxoLpTjNhypb5edFP0sg1PyMZgs64HeZ7tVSakv/FrBhkt4LPWkmOGUBsU6bOlJnivnUwQdJuwH1p12efXkU5117N36yZadze1yprcGgdXLaZXR0FBdddBG+9a1vYcGCBdb2np4eLFu2TP/r6+uL3Fc2m8Xw8LDxTxCNuK62LWM+FBPgcE9sJeJWAlNFWQhZ/jlO80H7N4SCQnvAzBAKO8qro7zdTm+ogX6UdBHmgQsQNhlM+Obj3puJZi+U2HXfaBTzUXvwUau9esr39cQ8mbO1Kr202iGmOmUqsDUk4c/cTyMu7UInVF6GGQTu7zfUC1SEwQl32qVAgjHutxFlMpfNFw1BsbongyC8VznzQe9bV9qFalm4+V1YDl1gzIdD80HOOcmCIhr8qWPP70rp+0MF/C7mY3iS93axb454zUeFKUoQt9iIBYSl+aCC85QZXHDmq95S27/68RN4ctcwPnrjI87t1B2WBxgz5fY8HUwp+Fi/fj3OP/98rFu3zrn9hhtuwOLFi3H88cdjw4YNGB8fj9zX1Vdfjf7+fv1v5cqVUzmlOQN621h+E+wmbpbmQ93YarXdLi2baVqKO5xOFfQjD3t30Ie+/H+C0O4TOdNwydReRFe70O6mo1lVVUL7s9jBDxUGqlXuWFYFH+a1cOaDnpdaZe4fKwcfXLfRzdIulJHhaZeaG8v5nultwkqTXcZoCo1Pu4Q/u1rTA/FW5bTU1m7CZouCAdOa25V2ocGJRfeztBy116ddi5PkJlB/j+o5lCvE9xSiWiR131Hmg054aQfzQUvAeVqGvk59XgnfQ19XWJ4OcIdTM+hVcN0axnlEVIYkfT8MEB3VLAAsUTG9Z7nglD/f9ZbaVkvPmJ8tZz5IsNUmwUey+ktM3HTTTXj44Yfx4IMPOrf/wR/8AVavXo0VK1Zgy5YtuOqqq7B161bccsstztdv2LABV155pf59eHhYApAYxJbatoj5UDdzxkFDq+1/+7OtOPGgAbz9+GVNOSfAnCgaFe3TgarLyXxUVmQJT4s2xyqshlPzQSYRPtAnKw6KhVKgKy5oAMF1F3zfXckE8sUCxnTaxQwK6GCd8D1NbwOhU6UKPrhuYx5jPhohOAXKef3B8TwGHXn9+cR5lXqkANMXnPK0S5TmwzTsSlbe6yoP9XRgyQMEPnFZZZxVhaEeuEkZN4OjJa+UMaEGadl8CV2phJXeopMmr+4AqJC2YAXUPSmq+dBvMRrLBUEAz/NYqa05EdP3+iwoppoOekvzYFrBdWu40j8KBRLIdadVeovZq1fRfJg+H3ZKBgifE9p9OA488OKIS7tQzVuBfAetRF3Bx44dO/CJT3wCd9xxB7q6upyvufTSS/XPJ5xwApYvX46zzz4bzz77LA477DDr9ZlMBplMps7Tnrswql3YDWZrPpoT4WoBXsrNfNz11F5cf9ezAIAXrjm/KecExK8EGrHPHofmg+o2aFpjLMINtJuK91i1C1CeoEazBcJe+GRbOU1Bx07KMmRSCYxkCyTtwgOI8Py4LkNN7vsU8zGdtEsdg1x/TxrYN25UNKjgZR7RfPCJZrqrOdvnI4TRmp5alevv35VKANKscy0XUIblsCYDQQWYUWkXO2WjPqvy+yiDpAWnFa1IKuEhXwwwliugvydlMx9Ei+AqDw8Zm9BkzNdBT8gE0GeFVlIVSwGSCc9dalv5W8mRdgHKwem28FeT+XAE44C7DJsuRvjmAgnkaI8kel48zRQGmOqc40zGyq+h31EtUA0foxBrMmYF12FlVKtQV9pl06ZN2Lt3L1772tcimUwimUxi48aN+OpXv4pkMokiKTlUOO200wAAzzzzTGPOeI7DLBGrknZpFvNRRfOhyjWbDVNwGv1Z3Prozpo/KzPtYjMfdEDNJMPupFFN2sLVj+2ZUD5G+REd02mX8PieF1+xEr7X1osA5koxnTSHgvkxehAgvtolw/ZVq+AUMBuTWbbfMZqP6cK23yfMh6M1PRCl+Sn/7/T54Gm1iNQJrXZxBx/2vnl/Hm3INpHTixAVmNAgjh5XBXnqXigF4bW5fFxowBymxqgJWZiuoumegg4wws8q7OJrTtT82H2M8XJV4XDUy3zQzysT8TlrYbdlJGc+/wBJu7D3hg7GOed5c8yvFnzU2NvFtb0VqCv4OPvss/HYY49h8+bN+t8pp5yCiy66CJs3b0YiYX/5mzdvBgAsX768ISc811GKYT5yzFm02dUuoYGReV50ompmvrEY81lRfOxfH9HMTD375PbZdLtKY+g+KVlKURP2QufIS878umrtHiUa5doLFwOh9CJc+EmDDx4wcGahHsEpLTN0HTcOPVTMWPmow54zrSm1pT4f9Lhq4ony+eCCU675yCSj2AvKfNB7OEzpRWk+tDW/WlUTQzYdIKTDz9H1Xvrdqf0bAbE674KdlqEpt9CAzuyHo4WuJBjj10ufV1c3Zr3NYTLG4bo16HeWL/CJOixN5oLSyFLbgtLthAGzFu5GlFrzxpLVQL8XZzO8mIqWuNLbVqGu4GP+/Pk4/vjjjX/z5s3DokWLcPzxx+PZZ5/FX//1X2PTpk144YUX8OMf/xgf/OAHcdZZZzlLcgX1w/D5iLHQBVrQ2yWC+aCroTHmFtmM8yqfU/zDdvsTu+vep1vzYQ7k1BI6VvNRKMZS3DrtwrUXTGRnViXEMx+95L28WVq14KM7zY9rbqdi2XqYD8700GNTV9axrHkfNVrzQR8tuoKn36/LLdTUfJg5/XDlW34t123QtIr24yD3Fu0N1MVKPKOYj6GJvD4/NcFrLVLWNsYCzHtBnZuZCgzPmx+XCm1VOiGZ8C0DOYA5nDKBLX3OzAqvaJF0VPDh4j7o/j9+0yPGtlDz4YfXmmNpFS44zZkBhsvhmJbhA5Tlqy34oAsPVzFBnJcHH5Pbody2oQ6n6XQaP//5z/G2t70NRx99ND75yU/iggsuwK233trIw8xpxGk++EDQ7GoXNeHwIIiu9Ecmmxd8mB4J8Z9FFGXLQT//uOBDTcZh8JG3Bnkgyi2S6jpCTwXAUXVC0i6+B0NEplah4xGaDzqQV0+7sOAkZhKg5w3Ux3yo99HgIhQzhq6sPE9eL/OxuNfUmfFqKPpoTTo0H1QU6rJXp9VOqpolYJMPF5yGgQ3RXRRt1iXp+9a+6YobIFb0E3kdWKWYdkYxHzy9lUz4Ooid0MGHzcZN5glbl6ABgum3kfI94/5QEyPt3aL2mSuUjMZu/Nh2sB29TcF1a1AGazNpMAiYQZ7WdLDmgFrzEfUdxmk+Ko9S6NNT25hIdTOuyhfqYlqV+WgDL6a6q1047rrrLv3zypUrsXHjxunuUhADeg/x2IKaX41MFtrG54NO2KPZ5gUfdELiAREHX8lHwcz5R7tF8g6xNFVAJ2PXKpILTtX76X4V6GqPb7Pey9iJXiPtYl5/XBku4GA+2PYMKbfl+44DP2cgvC7f9zAvncRotuCw0K5vMFUpjLWHLsK9z+0zBu7JfBGfuvnR8PeCrfkw7LNdglPf1POUt5Vfw0ttrb4gDkGpceyEZ+1bbVMBEaX0CxGaD552oUFvJpnARL6oV/SeQ4dk3LO0GiadAMZCv41kwofve1ocrctpSTBG76csSeckWRVWLPMRJTh1/C0u7aAFp+RzzhfL3YeLLFCzmBF1TQnPCKjoMXVfmLT9HceBBlqusb1We3V6nq1EQ5kPwcyDGuZElYi5qjAUrvy3zXjfN+5taM5PkQquHDhg3uhNZT7INVYLxGplPujH5hScspWRDj5IJ06jLJVoHOjkE24v/6y7x8Y4jVqpDza5JRLRgQtnPnqZuK2eUlvAzP1TdqYaMixVxPfNc/4K9d7OakJWEwC9Z2973EzBGfb5JLh0VaQEJMBQZZo8QNAOp8QIjG5PkpSOqTcJJz6qFeLnBZhiRmqaBYTptjHNfNjpPs1eVJq0ue7ZbME2GQPCIEAxH2qb+l9dJ/VEoWm6sn+IbSJW3nd4L3me7bzqKqxy6SPifH/yJBijDF5Z41I5Zx1AhCXN9Noo86FYCnW93GSO2/dHgV4F7xxeKgVsYcqZD/N628GLSYKPDkMtN5g2PyrYDMQtj7yEB57fjyd2DjXsnDTzQVYJUefcVOaDBh9VUlDpGlfnRuM4R2+GAlvdGG3AHa6M3Q5TJpdnhqtMFzCDD76Nd5flAcLCeWn9sxV8VGE+4qpdADOw6U7VPsx0MYEt33cUtV5v2kV9T+pZoZMRv0eNAMDhFuoKPqm9etiUzNRe8GoXGgS4mA8jHRBB92vNRyXtki8GofaiEtRagtOifd8pn5d9o1njveXzDoNadU2+454e0cyHp6+Lfg6UCUiSz5MG4tZ9R5k+Fmm4+hUBbuYjzveHlibz7sO8+aMK5FTqhOp6LJOxUnhvAHbjwWqg7B5fTFnVLBEVPHp7pwlOBa2HYTIWIThV0TifcGei4Ru1m+5yDOSAGQSMTDav7LbAgo84ar5WVUI4YLp7M/CKFVXtMkLSLq7gYrJQcpfixpTSAmYQwAdjbvbF2YvVi3r0z9UEpzytUk1wqlbertfGQTEfukKH6Vh6I4yW6l3IqQmQNuBT4M9JFPvg7kcS3h+00WKpFBjmVeVj87QLYTZ0Yzi35qOLlXhypqArFZZ5v1KxyOeaD8V85B0sg6qWUe81dErp8P1hRZLNmvCgJ6W8PFhFi3prxpmCjGY++DZ6bRTVHE4BJuwlx/YJC0UXCGEvmzCQo+NcgtirWwZkivliKZtqKMYspqppOjq+2kXQetAJlNOJVtqFDaLUr8CrebqNBz0Fbcsc4xY52sS0C/18aC8LF2r1waJeDTzvDsAyClNpl+GJPFkV2avEyZzdIRQwtRN8G8CYD5ZW4TbnfBW5cmEYfPDPpodR2LZHSDyrMtBNg4/apWWa+dAVOpyRaTDzkbYDCE5pTzoExWXBqVrJB/peo7oOS8fAWtdHC05D5iObd+hNSKltVpd4mroNz/PCXicsCOhlwQdlcxRU+3rNfJB7yzAwczAfPGWjPic+GesUZeW43Y4UZJIFxT0xGicgIvhwcB+cKaBjI9fIaHFvgT6j5deGn2XRWAwmfV8zTOUmewEpw2aaj0JtwQc9ZT6251n0bS9M44OVVkCCjw5DnM8Hb3jFo+MJxwpuuqD70RQ2fxDIeT764mBDjlsL+AATl3qpde5Sl5bwPaOcUYGvjNRAPUzswl3VLuN5twNqdeYj3M6ZDuu9nN0g7x3Pm0GhEndGHbc7ZW7jzIiavMqvrV9wOhYlsI10saz5ECiVAv169ZlRQXI2b9+/vA9KMuEjRSh5NfjTzqVdyTCAG8na33+GpV1oYMNZkfI5UmbErILirAoQflaD42Z/nlBwWp4UXSyDCh73jqi0i73N1X8HCINNFfSEzqnuNJPLLdRVll6+pnjmw6ndqoH5oPc/18jQLr7cXl0djzoYA+W0S09GjYdBxapebTP3my8GNXkyleLSLlWYjo43GRO0HvSWsW8wU/NhMR8k+GhUCsble8G1JvQ0f/HbvQ05bi2wFN+F6AeuVkM2aozkMgnig1PoNJknKRlHKS3xtXAFJwq230Y4GXOmg7+XsxM0neFS3PfGrDLpIJ9y+DRTJ8r6gg+VdonwJolweayH+TCawzkEp65nQ0+YjsZh5fdXUgnk/vB9D8v7ym0oduyfsILLrgh79YRv23rT7Snf15+vmuBdGgn1/b06rhgIxXyEAV6UBfpBC7qNYyYNVoQEHw5vmnlM8xFqXFiaiQUYYdl5yXk9gJlm5MZ4QBTzYYOPDdRXJs9YJB1gEHZDBRCUReLGaFR/Mk7e6+o8PVmD7oMyufwejVvwAdWDk1ZAgo8OA70BrfIpTSW7S14ptTijwQc7ryirZIVCsYRt+8Yacj7GubEJKeuw/1eotSyZ5vSVl8LwZBhYcCMp7bcwnnNrPthkC5gDud3FM3olyJmOvm4mCo3JLfHqFcBMrcSlXVIJexihwYlKbdQCi/lggU10tUvtg2m1e9Y1EYQBgq35AIiXAwswVlV0Ndv3j1lOo10sdUJLXnlKpnzsyr4TnmYfVGDBfT6A8DsaZFUnWvORM51iaYCxetE84/pN5kPd03knW9fNK2US5vVyz4ywm24YcLl0KPSaAFunBLjv41o0H6aRnPk9KZ3RGNF18M+yFJgiaSWiVQHSWK5g3RuZpK+ZsVrKbePSLnbvFvfCNPxdgg9BnQiMG5DbqVfRfFDmo0aFdTWYA3lEqS15jcvN78ofPIo3/u1d+K8tuxpyToAphFWICzBqNWSjA4hKqQRBuMorsQGVMh9xA/WoUVpqrzIV4hgIXt2iJomo91IcvmS+9Tc60duCU1Km65gEaOkkD4riwB1Ooxre8WPXM5bSoDSjjfHC73/P8KT1Hrt1fdm1U32m6p7nE+qCSvppeKJgaQmimsP5fqgVoqXplA1QaS2V8qNiVAU1MQ7ptIvt80GfVfpZL+kzTdhoOoc2j3MF1FGCU65j4eyGqoqimg8e2NL7nVdo0WujcGk+uPjcyXyw0mSXVw9l9YYn7PJwdT7jDk2X57kZrijQgIKPsTz4sH6XtItguqC3DJ9MNfORcle7zDTzoXK6XNzJ25PzB+3Hj+4EAPzDL552HqNeA6nyMe2/xVms1/p5UFo9nfT1YDhYaQ4VZTIW1Vium+XuAbNNePXgg6Rd2GDcz97ram3/DxeehDMOX4QN5x1tbaMpjjjGxUWo0ICDl+XGQQ3GOcdKHrCDD3VN9dwjtBIgo/Pu4fe/49Vx6z22sLN8XJWqUM8i1yrQclo+2XJ7dcp88JQeDaap3ujVSmBBWREFFTwq5iOtJ1N3qsDFbijQVGGaeXKoc1boifD54GkX/jxQwWmU5iPOlRdwa4KczAcLEinzEZqMmQJdWtGiWMSyNspkeuh+e8jiIm7xUUu5rWGaGJFy59cXXpMEH4Jpwox+3TdgyHyY22dS80FLT8vnZpcfKgxHtJB26S4m80W8/St349PEcbIW0IfR5cfAUXPahYnGBkh/hiAIjX7U4KTSJqOTtLFctKajvD38HPlkG2cyxhmGAfZeV8rrHSeuwA3/+3TLbhwwB3L+XlrJ4Qrq6LnUZzLGdSrmEEWFrEB4z9UzlNKBuUv3Zwn/5qrIipowebkt799hemK4AxP1LNLtNKVXLAXGZJPyfRxQ+b4Gx/NGCWjKSLsk9WsAm/kYyxYjbcx50Ev3S7UW6txdAfVI1vT54Kt87hZKBadRmo+4e5JeG4Xr3lAfp+5zk3Npa7hAt+DWuLCqIs8L9VTq+ZzMFY2FiwJtr1ANscxHFWajWnDSCkjw0WGIUzxzzQdnPiaN4KMxaRejGRZ5II3gg83r3Bo7fI/9QNz2+G5s3TOCmze9WNd50WNGpYMo6tV86OZQPWEPDVcnTrVqmsgXNd1sVLM4ctR0vLVaiPOVIBlsueCUizPrafDG389FpTTV4nKLdE1GtYBfA79eHlCpifX7922r+Ri6PJQEzIZLqeM9fMLkTdgs7wpe4VEoWu9Vk/Hzr4whXzRFlmZKj91biTLz0Vf5frbvH3euqi2jOGcaIazsoAJkzppRRsWVZqPpEaXLUENVlKmaLcAl1S4Rmg8z6LXvO5cJnYsVUwyG+ozGSdozz9Jj8x1MkSv4UCkyukBQ33+WfL9RTfqqgV5utTRLNV8PYT4EdYNOqjy4sH0+zBvaSLvU2E+gGujDmHKo/wE7yh6skfnYMzyJy/9t85TOyygBTpsrTBdcwdiLr45j/Y0P45Htr+q/cWMkNRl+4b+eNK5Tq+HJBM6FfwAsR0bey8JqIR5Xasv2Va1Mtxrier/Qc+QCY8CcwLumIDhVsDQfbFJU+M/NO2s+huuerdb7hzMfaiLnwYv6KLiodDJftCa1Zf1dev+PbB80ziud9DWdPzieN4WhlXvk4MVlUehzL4+SbXYQoKBMvqjJGPcHUZifSRrptBTZ7vue9b2YqQR30Kt8PtRzaKWhiGV8FPNB2VWXaLLmapfKs6pMACnzwYNEGly4gw9T42I24atcM23CRz7LetIu8U1F46td1L2nvtNq93szIMFHhyGK+SiWQu+CqFLb8RnUfCjxna9vbrKS5MFHRAtpnp75qx8/MeXzosGPyhPT4Ibni12C00/fvAX/tWUX3vO131jnqIKLQw4oTwBP7RnF/rGcfl2oCQjdKNV1U/EmVcQD8Tblru00+OCBijWROzQfcaD7c+XXFVwrUPqdu1bKUagWMFHmg++31tUcvWfV98RNmjjsUtuKa2fCnFC56RZNu/AJ9YD5GU377x/LWRPbAGXVHOkRVZHyzN4w+KAMhdUckPl8FEqBrtDg94bneQZjxb8Hfj9QZowH1JapmpXCsk3GohxOKVwTqKvaxRV9qEBgfizzYX5elPmgqROtcZl0BB864IpoHFmH4JTe3/x+rWafrl2oK8er15RvJiDBR4eBrq7phEkjX0XF0xsyCAJ8794X9O9TSbs88Px+LQ7l58Nz4GanV3M/yvSIg088Lw1O1H2OCkpA1pUKyxZpMMbHNFfa5flX7PJfXs3y2fOP1dueezl8vW+wF2HFC+AqW43207B7rHD1f7id2qUDtg+CK0ceB5r3jws+qo1jXh3HreZr0h9zTrVa91MvlpQj7eIamFV5KJ8Uw/4+FddOZULHvBzMySe8ptcdvBCAMqEzV9z9Wk+UMyYbtX1lxYvjhX3j1jbAvnfUs0l1E0Pj7nsSML8Lnnbj95arKR1/bxdJQQGw0hA0BUHFt1FwGSW6xM2uapd4zYf6Hnz2moL1/ANm/yYgIu1SKFkpW6BewWn4c7U0C7+H1f2tgiEptRXUhbJFb/g7Zz4UehyT7dY9I8YgNRXm433fuBcf/9dHsIW4lPLVmovG5mkXlyMoYA9o9WgFOBTLMy+d1Cp/c4IxX+8KPlJJe0C2u1omcMrqBQCAbeTzpYOTGrxUyWPCCiCiV5h8JcfHYsoEHL6k19hmpzDqe9xpxUM97AUAHLSgp/qLHOjjOhU26VEBLmerohg1DiPt4tv3q4sE4f1X1ITap+3zzcZi3Egsmy9ZdD4Qfn/7x3OhWJkFH0OsTFsFc726kiq87rgW82pbwg9ZDR0QO77fbuO+NLfbzIedStDHtUzGePBhMh+0t0scW+dkPmrs7VLSaRdVCkurXSqCU8V8pOMr1rjglDKbacKMudoruBoIRiGIE5zWKEBVY6yr02+zUXsNnKDliJsw6c3mslcfYgOzS/MRBAF+u3sEhy/pdRpHKWza9irWHDQAwBV82BN9XE09HTj5Sq3WNvcuKJOq7nQitgGcAt2WK5TwzN5R52RNTcYUFD3+KmF06OpGDXCRzAeZJPi2ZMJHdyqhV0b8nBbMS+Pa338Ndg1N4o1HLjG28dLbejUfcSxDNZy8egGuee8JWpdQK5IJH/MzSV0pwSc9qj3hAWOUlojD1HyUP5MoFlFBTZh5VgIa+m1USq3ZylhNxOM598SlBMVmys6v7Jv2ULHfW70DMA/kws+ytyuJiXxRjwupKswHDwL4/RB3XLXvqLQL18eUS23dglMK5cJK4TKhizMZUwEcHZN4Oih8TUFfG32+w1Jb25VXp13yYbWLq9qtlmqXYozmI8pwEoBhoa++N2E+BHWBU2lGaoOsArrSNvPBb1ZX2uV7927DudfejU9VKWt96dUwHcLz2Emm/ncdm64y6GqVpwV6HANJraDMhysVFPdZXv5vj+C8r97tTrs4JgHNbJBSO7q60X4LDs0HEPaAKO833jjJFRO+6zUH4rI3HmYN1MmEWYFUb/BBWRWXlfWieeWJdzkRTlL8/qmrcPqhi+o6JmAGPdUqdK79/dfon2s1zqOTS9LF1DkGZpcXB2CWWtPt6rNeUrFX3zU06WzgpsSK1ExM3QLU60O3eXesmlUHYMqKAK60i+OenDANyCgog2EJP9nr48rHeRdfbjLGA7WJnNu8TOG6P3gtTj1kIT7zO8da26iIV73XNc2qx18JTl0+HynmizKadadd4pgPLTgljQVN5iM0ViufV3RQYKRdrGAjWnBKd6mCd/76VkCCjw6CS0Sk/qZywp5nGzUBDqtxR5rhul8+A6B65YDL8lkFDmHpYXSKg67U6GqVn+MBDu+JWqGYj56MzXxQPw6FfDHsTPrfj+2O3K96n+9gNtQqkntx2LqN6Py5K7jorRKcxKErRjRYDdRTw8V8/N37TsSphyzE1e89oa79VgNNrVQ753e95kAcvazszhpnIkfh6kybL0YH6oDtxaEm1H5t9mUGH+r+OLgiCn1h35jTMpx38S2fV/mz7ic25i7mQ1t3RzXhszoP20HPYIzmo8tgPnjaxbyvPEOAWUVwyvUzSh9DukTzlAzF+WuW4wf/31qtl6FYuTBkQ9T+XRO6Gmu04RphHvIswDQ61zpSJzr4mLSff6r54L1dADPVtH8sh9OvvhOfu9UttDdaa7A0i+35RNKI5Pp1WlyYD0E9cAXF2taZDKiuNAO/2VzBR1yqxSzzAvnZHIyTLn2FxXyEDzoVn/LX0XN0rbzjYGo+TDYm6rmL73pbfpPLKIivIjmzMb8r3quDDuSuVA8t143rz+IC9c2o1+fDEJw67o03HbUEP/j/1uJNRy2xtk0HtJ9NLefs8uqIA11xq8kh7lkBoo2xlswvr7SVJTtnxpZWbMon8yWtC0k62IsxR2+f0Jo/R54z33rvqIPuB+KZj/kZ0yHVpa2gDEaabY+7r7jo0xKcVtIu+rNS3WNVSTwxZKv3ns0kEzjnuKU4eFEPjlvRByDKZKz8V6XZmXA6nFY0H1pQmg/ZK0NbU0m7xJXaFopO1rSLGKv9829ewJ7hLL7z6xec12Y4nFYTnBrBR/h39V2Iz4egLrhc6fSKjJQAutiHIrtZXRS1qzupAh2QXfXmYYvpsJeBAk9x0A6uEw5nQQU6IdT7qKi0UjoZtj5XvidRZWbxPiBswKRpFZZ24QHC4vmmK2c882F/B3Gt7ashrjNtNVAGIlvjxN4IzMvUxtaoj1l9nrX256G6DFreqeAS43HNhzrmwZUKI5Wi43n97lRC64Nck5PuZZOz+4Lo1vXjeafdeNgHxx18WNoLR2fal0cqwYcj6I3rG2ToQXw7MKGPgNp3hglOeYBBv4ui0nzUWR4OAN/4wCn4xSffpIMz/rhT4X6c5kOdF62IUfcYZQJD5sNmoELNR8npjmqWF8ffv3H26nGOp07mQ3w+BPXANWnWynzUknZx5X0VonLiljdBt1lWSo+tHmY60OYd+1IwJpOIZ2VoPI9Lv/cQbnvcTJWotyZ8D5kIF0qOOJdT3jiOjreK2YiisFcvNEWXcZ4JrpXefNpjpc7BuJ+kTuoNPoyW3zUI4hqF7hgBLgB8cO1qAMBnKmXO3OK8Gug9S0sdVVDtZj5K7L3lY6qqnp2VsnDeeMzzPB08DjkqSzKa+ShWXk+s+0lTQu1E6tJ8aK8O8/mN8vmg+35lNFvebxXmo4uZzNHAhB+Xe4SofWeq2KsbgtMpMh8Kvh96DvG0C/16VRk81XyocUA9l+pzLJYCPQ64dDtu5oOkXdhCDaCC05JlScBhOpzyapdoJsQMPirMh/h8COoBXZGpGzzHctGJhGcomnmrdwWXqU1c2oVG5XRXPPjQ5YEknaLu8560OfgAQJ5WoHARaCGaPVH4yp1P4WdP7sFl399k/J3mV7ngNOq5i1s5q66zrpyvMioacgjOgHB1rMCDgEyiCvNBu8vW69XRXV8Kg0OxaCeuHKj7vVPFvJgSTwD47O8ci5987Ez84esPBhCddimWAvzTPc/jsReHjL9TFkEFH0FgO29S8NW6GsRpRQoAq/EYQLrLOqqdeNqFvi/UfOScjeMU86Hu52pl2mbPoPK+941lne8FTOt/bnvfFcN88O1hcKGYDzZmsT44tFdNveXhFB7cglP6/bo0HzRlC5StC9TXoqqSDOaj8jp1/xjVLiTtEltqS+z3oxDEMB9q39U0d2oslLSLoC4Y7esZu0ENiugqJld0D6ju4CMm7UJ9EIyHwFy98G6c9NjqxqeTPw1qppJ2eWXUbVhG0yNpojgHzKj/hx95vR6A4pmPyuTiEI31ssmFD+SrWbkpF2+mq6VdMvFMQByobqNe5gMAHvzMOtz9J2/GigG7rHGm0FOF+UglfBx/YL8exDXzwRop3vb4bnz+J0/iHf94j/F32uCPliOrFKBrVTip05vu+z1bKJXNsbQDbvheLe6cyBnvBcLneNQhGqWBjWsyrmZFnyTuuoD5fKtFwr7RmGoXynzEpV0c4wb9XEOfD7fJWJJpPhrBfAAANPNh/pmOX9rng2huqFgdKAcL/BmnC7UoMzeAVbsQNlaBltpWE4HGNZZTYmaV5oliPjJSaiuYCtT94nkhXauCC7qao5MZDz7Ufe9y1KMPjd07wB11806t/T2OtAtjR+iec4a5U3TaJYr5iBqbaHWAZj6UboPs67gV/fqBrC3too5LmI8uU+fCJ/nlfV3GwM8Zpmqaj/nT0G1Q5iOO2YpCf3cKKxdOzTBsqjA0HzWkmVxeHUC5wkTBtWr0PQ/JRKiRmsiXRYGuW80utS0fszeT1N/J/rGcfi8NEvTE5UjLqQl5XLemt4OPwfG8nmzo9291PHbcG3RipAGEqqBSx3UtPOL6BplluPZ9RV/PfT6yESksWtKqx7MpaD4U1Du5wyl9/pW4eTwfCkI58wHYpnn0meWWAPSzzJBrdnW17tHfQ6EqG0EzK1GN5dRnbJTaksdCMx9N1HBFQYKPDkKoNyDmSFaTJt+oTODbaZdVDvpQ8LbilKGg6ZACq10fIOWBCgF76EzVdrQuhT5gUamSqDQEZT6UU6k6Fg1yfM+2yFalmxRqxRNSp+E23j2WC0593zMqOHjlSDXNR5z9ejVQoeDSPrcfR7uhGvPBEaX5WDgv1Lu8XNE2AOH3z/0nJghzwaFYkbDUtvwez/NCl9Ixt8kcFyQ6K1ZczEflWSqUAmfgQkuhAXdwOc8IPsiEabmfxgcQPO1iBB+OACFjMCOK+TAFpzyQU9qpXKGE8bxbRFsP1FfAv1I6MauFQxCUAxAg1KTR4Gs1C8DpM9vLS5odzEeuWDKCXoV5RKBfLfiIS7uo33UH75J74aZ9bYT5ENQDSvmnyU0NmP4DXkxwoh5wl6MevUlHsqZbJA0Esg6dhlboa6o4HIi1/qJyTnQwMEtyzfPhD6OrXj9KAkFLYnkelO6WMkXqs3JN8CqYcpkMqbJFuk8Osz19fWmXnhizp2o4kKRL6nUpbRVqrXZRcOW5+e/UxItPAtTcKmoCUIJSV7dVxfbR4MMITmN8XubzwJVS8umEfp5UawQ60c9LJ6qayNHVO3WHtT1AHAEEuV+44DSu6RzgLsXlTdT490A/J+2ZM43gQ+2Xs6b0K+7JJHS5rTJPVNV4NHBb0md6DpmC0+jvVwtO8+5SW/Vs06Z1UaDbeWWMWlipz7gYkSZPORaArUJnjEYCAOHN53nhgMuDC93wig3IBc58OIIP2l9gxGI+wpvV5YmgHnTu+Ehfr1ZXZo+CmAfKCj6sU470vaBNq0LBaWBsA8or16jPkkLl6yn7pMDpb5dGjg6snOJOJ+IHclq2TFfzteD3XrcS7z3pQMMJtN0xdebD/N5o+SQt7+YBhDoe1Rpw7Hh1HMVS4Ex/OJkPWood05mYanLK28ybR3WuffblUWu753nG+12fVVTaxWI+HOwFvcfjNB8pF2uStJmRUPPB2NrK9oTv6ck4zvysViQiJlpDuO95ugWAStO5mI8B9ozTQN72NYnSfJgsMRAGLrUwH3E+HyHzkTB+L7+v/L/nhZ+1MB+CukBV7WlmjqSNcVTwwVbz2tGvKxxoOZNARahW8FGkaRfbDZI7Pqo0xd1Pv4xv3f28Pm/AXHmYzpLm9VrMB2xEpV1oPpnT8py90LX4le2uks0h7WBpH3d+V9JgYFwBEV3hpuoUnNLvJa4c2oWuVAJ//3uvwbtec2Bd72slqlW7cKi0Gtfs0PLJUSIo5JNAV8rNfAz0pPBPHzoFQDmwocJP0zNDVY64g4+4lTFt3se3AWW9EADsHiqbmPEeLNXcYPu63WkXi/lw3FdnHXkAFs1L46wjD4hNu7iOm6HMB0u7qCCOL5gA2gfJ3YSxHqhnlD/OdBJP+J4O8LbvG8dYtqDHvkXEYbnfSnGZDBRF0tB8kODDpfmog/mIGjeBMBhRwQ7v7QKUPw/1eXLfp1ZAgo8OArVu5p1aeTMkq8Kj8jo1EJYCW6BHbdN5e3KD+XBYUavjas1HJfj4wLcf0K8Ney1Q5iNaVGozH/YDEzU2mcyH+Vlxr45amA+rlJIMIL7vGZOAayDvzURrPmjO2JV7/+Dag3HgQDcuX3eEfaGzED11VveoQODfN71o/N1gPqiDJesu2001H+S73/SZt+ItRy/Vgl+j5NXBfOwjuhKX5kNvMwSnfmzwyf047O3hpOj6rPqM/jzhfdadcjd/ozh8SS8e+sw6fO+PTjXs08vvt308KCjzwQWnQDmgdqWweB+kuAq8alC75eMK1fV4nqdL4V/YN6Y7Uy/oSRnPNGc+MgnK7PhGispkPpTPB7GMd9wb47VUu5DtdkFA+Z5WQaGr1Nb3ws+6HZgP6WrbQaCTpsVsMP8BvtpXgS6tnJjIFY0BiaZdeHtySvO50i5qjNCaj/G8FSxo5sMwy3GLT8uvi87VKvBBMXytrY/hhmy6Hw37LF09Qrjmg4/VA92pWKp4fozmo5oR2LL+Lvz6T99iX+QsBV1J1tLZWAVzfECmouoxh+Mub2hGJ0TPI941PSmMZAsYNEpew++pj5Wt0n0DtiCRfv9KsLp3pBxc8PRHvw4+3DboA1WC3u4I0eiBrCNsFMMQ9XxVYz66HMwHnaAn8yU9YRqtCphh33Q0H+F4407fqu2K+di2b1wLk5f1m59PHws+FNumzzuTRLZQ/o6Mahe1CMy70y7qcyyUAmcRAIVRalvF58NVaut5nr5m8fkQ1AU98fnRglOt+bCCk0odeDLsdMpvdkrv8/bkZrULFYky5qMyWOaKJWv/ri6TOUeE7jpm+X0O5iNKcOpIu+QqPhB88KHOivS9FIOsZTpP9/RXKWmNcymdrhHYbAPNoa9aVL3M9/detxKAmVoBzNUf9XHgVuXdpNzVtTqlAbWT+ahs3ztSTo2kE74xaccxH/T9/LhAyCSGZmA8cA3fy1Mj5b+5y2X7u1M4hPjP1MswdDuqWaKPG1YGqcnYYD7IsftY2mU6z4NOu3Dmg9kOrCbMhzI95L2keGqFs5emFw9hPkiFj3apJdfbQz4nys65LP7pn6yFWmUbNZhUoNebaCPmQ4KPDoI2qSGunVkWXGjNB3P1pAY3VN1PkSXMB3UoBcybNetiPip3UncqoY/N2RM1SAURwilX114Kl+CUBgHOnjNEcKoefs58aH+BSq7X1WMhZD5Q2S9b+VSxQKfCPz5w0cmHu6PORSzuDZmgo5baZc8cCyrM0Wi2YAQcRvDhYD502kUJTnNFZ/+Nft0yIGc9Z0AYPCr2glcVxWk+6P75cYFQs6FubZ4eWUBYM97KHgAOO6BX/8yDYvrZ1mvb312lAssIPpJ2AGSkIRxpF8XCTkfzEcV88OdfBR87Bye02JQ/ozQVSFkxvT2i9JhW+Lj689CUzaijvwxFnOBUbXMFH+ptvuc57Q5aBUm7dBAofcarWfLsxo5iPlQzrZHJgsFMFEuBwUIMMeaD2qC7S23D1U1fdwqvjGatfWiTsSjBaVXNByzQ4CNfDJBOmrSi79tt03nqRJUfq5Wz68Hnmg/OfBjVLFU60/JJoN4urrMdS/q68K0PnoLhiTxOXr2g6uspJT40kcfiilCQDtD0PrNKbanmwzFBhOZXdAKxBacq+OCr5rhqFyC0Ondt4wEF376SpE948zcAeO9rD0QxCHDscjuIMytl6pvkqzEfVHDazWzahybKvUzUY+YyZAvPa/rMB3+c6WQMAAf0ZtCTTmA8V9QNAnlahTIfnNni551yuNBOFminXjs4zRZyBjvnYl9dztJ6myPtEgQBPM8zUtCa+WgDwakEHx0EupqP0nyoGzuq1DaK+cgWeAqGVw6E2+NMxoCykv6VUZNGLJ+bHXXn62E+HGkXOgbkiyX9udDeLvqzqKRdaPoKCFMiSmRLH8x56QTGckXNfLjytuV90Nx7PPPBKW46OAvzUcZbj11a82sTvoe+riSGJwsYHA+Dj1wEC2LZehsW13YprWIuaEWCy+fj5RqZDx58GkGA1bo+upICCPUKgO3Fod7/gdNXW38HzLLtXUMTztdEoSrzkXRrTbipGsCrXap75tQK9SxZ4wpjtzzPw6qFPfjt7hE8s7dc0sy/o54Y5hJgaRdH/51iKdBpbf559aQT2D9mjrEuszujsVyEHo5W0hVLAZIJjyxaw2NX6yPTDEjapYOgtQqebYwVpfngreCTvruNOA82JlkwQjvRuqpdzPIxu001PbeoHgVxlu7l98FCwmA+3OfFG8vR9BVg2jqXjxvuR61qJ/JFZAvFSMFprzH42I8VZTf4CtWYNFq/IOlIqO+JmtsZ5eGOIFexF4o5GZ7MOy2we0nw4dJ8zGM+Dzz44ILTOMqeaz64joOnIQ6Yn4l8bTW875SV+uenK5NurTB8PKqkXaioXb2PLkziLOPrTQdRqLfaJmP2M6w+x73DqstvtObDpcGlpcv0vfRzUD1j+DWp+8coB3cwE1H+SABJu5Bjq3tVV7v4YaltO2g+hPnoIBRj0i5qoFU3Pu9nQlt9U18DBd5ojv8+YTAfdqrEHIztAQZwC05d9GHUisVVahslXjXSLqzahbfMDpmPSvBBHuy+7hR2DU2gFJQpffXQ26kTSrvao9PZxyzB/zr5IBx2QK9FLVOKuta28AITAz0pbN9v6ozyEWmXUFRa/r2fGOM5gwsSnLpEkjw1EidGBOzJ2tUBVm9jbEaczwdnSarhYCI4rbf6wehq6yq1dbAd9O90onX1s1GYCeaj5GAvVfCqql0szQcJMF0TNw1AXdUuQHjNPO2i+ruM0eDDMdZFtaUAwrGRBr7qPE2fj8r+2yD4EOajg0BLBO3yUFNJHZaXlt9D0xBqpWUyH/FpF7NUMbz5XdUBPSRHTpHQDqfh33KsE6nRwC5C0U1BH6K8w1I44bCaVykmNTCoYGBksoAgCIxzSPjhynhoPG8FLgpxmg6gTCf/3989EX/8psOsbRnHgCGoD/0OZ11DfOowxgsrtEJvmjgRZJn5sNMy3bwSwqqUiNd8GB1g2cTEWbK4Spmp4P998BSsWtiD//u7J9b1PhpceIhnPuhr1fVQVjTO8dWln6oVUZoPOhbq43abqTPLhZh8R+MOd2izhw5lSTwiKHUzH1qjRMc+R1qEjnVRqSR63oo9oT4f7cR8SPDRQQjFjmFknmWCU0X5h8FJ+UFReodU0tc3u3JNBEwRKWAHI+OsjJF3y6XdJ+dpi2SzYkYzH3HCKUfFikaV4MPlvOr7nh781cpCXasaJKjglB/SQ9g4bHAi7C5qG4XFaz7i4EWkjgS1I0y7hMFHwQhMoyu0BnRwmXMbQaXDCdOVZqwWfFgiSnZ/ZOKYD5ZK4e+l++bPbC1Yd+xS/OpP3ozXHbywrvfRCdY1URp9YRzlvnSVTz/rWjr11gq13/9z228xTEwTXQGmCnrCAKG+qZGmXbjduhad5u1KKQDa5IzCJckwhPrWuFn+P2WkXUyBvUerXST4ENQDmrtLVWM+mM4hT9Iy6mbftn9c79tiPgrRzAcQluUWXMxH5eGjdtNAGKDQ+z5usrWqXRzRR7UJJumH/S+UdwlnPlTaZXSyYJ2P54UmYIPjef158gkmzkSsHrSDCr0T0eugrvMRmo8ob5rBCZJ2ocE0bfXuqHbiaRfLI6KK4DQuhcFTKXwy9jwPaw7qBwC84YgD0CwYbJ3jnj2yUsZ7wPyMEVCoQE4FA57nTn8oTEfzQff7/371nP7ZFUAumle9QzAPIs1t5BqZxse2Xzf3zQ3NgAjmI6bUlnYOV5cVaj7CRWs7+XyI5qODYNqru6tZFE3ZnTbpzRwxz1lW6RexrdJICbDTLNkqGpCQ+bBpaDWYq06gCm57dbdwil5vuA0WilXNzzxt1DSeK4tG1bUqIVyvI6ev4IE2y8vpY3Ba1vD5aIAro6A+eA6KPUrzUWCTjw4+xvNEmG2Xf47VqvlI2kxIOuHrZ4YHFFH6CNfvrpLYH/x/a7F3OFuTIVujQNk610R2/IH9uHfDW9CbSbI+OBU32DG3iRi3MZ+ew2n4M108Uf2bAq0aAqDbV1D0pBOWkZ0CTRdx5qO/J42dhGXm18yDVaB6qa01blZub8/zkEz4yJHSXsPnI+HWwbQC02I+rrnmGnieh8svv1z/bXJyEuvXr8eiRYvQ29uLCy64AHv27JnueQrgtgznzIe6uTSVXFntU2ZEO/q9QpgPVt3C0zBcMR6W+JZ/TxoPcnn/zzAFvctenTMN6jBce6H+xhHFfBTJA0cbvw1N5EPmI2UyH8OTeWtFQTuH3v7EnpD5SJiTwvwq1S61grfuFtQGxbwVA/f94BScVu5H5bMxPBkyW3R+MJgPh88HnzzcpZhu0y3+uxV8sH1HVZY0M/DgcK3SAWB5f7dVOqs+6/2jqnFcvIalET4fHCUH87GafX4u5iPO6p8GTfx1PKDibA5nUYGI4CNm3KTdtnU5Levi7VOfj04utX3wwQfxjW98A2vWrDH+fsUVV+DWW2/FzTffjI0bN2Lnzp1473vfO+0TFcCo186wUlqaVgHCh3hYpRqIVmHVwvKDtmtoQj+IiulQqzBeqcIDAe6sSgeRlQtVcDNmvMep+YhgPlyBeV2CUzLB0MZvwxN5nTLSzEdXOLnwZnv0s35qz4gWLnITIjrITqUZlpqwzj1+ed3vFYTBQhBREeAyswuDj1TlvbSVezg0ap+PnNvnwyfl64B7JWsKEqPTLjzYsNIu00hDzBTqSRWGzEellw1jcuZ3pcwO0Q0QnAIwJLEu5uOgBT1GwMk7TwM2o0HR3xMTfFQJqKbCfHB3alNUagYYdN7QQXqnMh+jo6O46KKL8K1vfQsLFizQfx8aGsK3v/1t/P3f/z3e8pa34OSTT8Z3vvMd/OY3v8F9993n3Fc2m8Xw8LDxT+BGgVC+SqSmtRe6BFQxH2Z32XDS9HVetRSE5aUqFbG0kpLh7qRcoMSZDxp8LKzsn+tEtL06+ZvFfOhrtSPz+jQfZlA0QKohVOCkmA9z8jF1Kh6A9772IADl1FOOBHEURn+OKazWfn7lG/GtD55Sl7mWIISrrJIGo7SqijMf6aSvJwyVDqATU5h2cZuQAabo1LWSpRNMhjEf3ena0y7Tqf6YKfAmdXEIOwBXPmf2qCR8z2QRZyCF6WI+0kkfKwbC63AxHyeu7I88lhLxA3YTOsu7hFc0uYKPKqW2uWLJTDMT5iNsJ2Eu5BK+11aajyndyevXr8f555+PdevWGX/ftGkT8vm88fejjz4aq1atwr333uvc19VXX43+/n79b+XKlc7XCUyhnFohqXQJ95/oIzoFAMakmU76YUVKxZRJaTpU8DGZLxk6D36z1qL54HA7nLLgo/KrMzJ3MR9F84HUf2dBERWNqutSD30mmdCTzyujLPjwPM3kDE5El9rSASZXsAOnali1qEcCj2mAl1UWSwH2E8FzXNoFoJOiWpFTwWnoyuliPgBUZT5owJFhzIdhQMfem/A9g0lrJ03Qtz54Ct772gPxibOPqPk9A7pLr+ri6zDkMzr1Nib4oGxKgYyjFEYA0WWzHBvOOwYXr12NWz7yemvbEUt68dE3H44Pv+EQnHjQgLGNV0Px79AVrLrYJD4kTjj6FdG+M2of1OejnTQfdQtOb7rpJjz88MN48MEHrW27d+9GOp3GwMCA8felS5di9+7dzv1t2LABV155pf59eHhYApAI0Pb1GV2+pYIPpflgFRwVgZQuEU2G3gZjuQkMjuexelG4n8W9aSR8D8VSgKGJvF55RTEfzi6f3aZyXMHd28WddnE3VrL3aTAfjpWAohlVcLB/PBcyH2RCGOhOYTxX1IOiAhWc5golrdLnzAddodbSBl7QWIT3Vvl7/8PvPmj42LjKsI0Sz4ooUAUsLp+PXKFEGp5Fl8S6JhPD6yImcHUZhXUlE8gXlUFV+wQfbz12ad0Bc+gmW74ely6DVpVMJ9iiu6YC2TDtZr6eLpp41Q1QDhI/967jI47l4VPnHOXcVs0in+vHAHfjNz4Gj+UKOt1D2Y0kYwHVtnJg4hvbWom6mI8dO3bgE5/4BG644QZ0dXU15AQymQz6+vqMfwI3qBJfMx+65LWSVqncePMIVQwQV8+EmWpQaZlJ4n3hMmziNKASbbrsqKnAkyJkPsK/WU596ngkKNETi4P6MKpdIhxOgTCA+MdfPKPPnU4IihnZx4MPrxxMqNVnaEIU/egsd5TOCWYW6n5T3/uvnnrZ2L5nJKw2cKVOeDrA5XAKhOlIy6WS6AFcglMa6PKmZFQv4EzZUB+QNtR81AO+MHFVlcw3KsemnmZKRGg+ig7RcPncUs6fpwsuMObX5GQ+qmg+AFOXV3KwG3mm+aBi1I5Lu2zatAl79+7Fa1/7WiSTSSSTSWzcuBFf/epXkUwmsXTpUuRyOQwODhrv27NnD5YtW9bI856TCIVS1LhGBReVtAtz7VTMR46lZcLyQjPt0pVKGKWl/NgKmvlwNJajAk+K8GGnqZJ45oOKpKoyHzE9Z5YPlIPl7lTCEpwC4WBjpV3gwfM8PbmogMw1YHzi7CNw0qoB/N7rhLlrNuLuEQB4cf+EvidcFVpcCEmDj1QlVQmErsBx3Wdd9wan3inos+LyvaFBcjtqPuoBT8m6Pisq3p5eqa37vZRBNs8tTX5uYPDBjeJqSLu4mAn+N+oSG6ZWwuAmZD7CbQnGirQSdd3JZ599Nh577DFs3rxZ/zvllFNw0UUX6Z9TqRTuvPNO/Z6tW7di+/btWLt2bcNPfq6Bdq5VwUe2YDIf6sam3gRBEFhaBfVwqZWcYlC6kgm9EhskotNIwamD+QDcKwcn88GEpSq4p8GDWsC4Sm0NgaFDVKiConesWVG5ppzWyVD6m08+CurYagBRaRcX83HFW4/EDz9yhmUqJZh5hJoP96CaK5Z0SkWxZb4r+FDMR0zLdMBhBlZFcHpBRbT8hiMWW9syyQSOXd4HzwPWHrrI2h7X+6XTsHBe2mBFufgWYE0ap5V2oXmX8MeQrTW/p9esHNDHP+yA3ikfl6N62qW24EM3Fq18JlSTR30+bM1HeZvvefq+bgfmo65Rcv78+Tj+eDPnNW/ePCxatEj//ZJLLsGVV16JhQsXoq+vDx/72Mewdu1anH766Y076zkKKpRTk6G6AQuM2VAiuUIpQLZQskpxVb29WslPklLb0G7abVUN2PbqPHfb35MG9o0bf3N1tc3mefChmA+bGnfNK/S8cq5ySqb5GBwPS23poKAmn5dHTObj8nVHGq8NDco6ewU62+A77i2OoYk8DpifcTIf6nnQ5le882im3PZcwWY+4jUf569ZjlMOPtty0lT40fozMDiRw5L5djqbrpynI8BsB3SlElje16VNt1yfFTXsa1SwRfvPuHRqAPDukw7EqYcsRG9X0hABTxc288GqXRzdiONKbdMJHxOlojH2FR2pFc58eJ4Xukx3WvBRC7785S/D931ccMEFyGazOOecc/C1r32t0YeZkzCDD5Z2YcEFbWY1li1EMh8q+Ah1EAnSaCuciPnNGvp81M98UCMxbm6mNR+E5VE/u+aVYkTaJawMgnG92UJJsz00gAgnnzLzsWphD2792Jk6aLG6i07DSEzQeKjbzzVoL5qXxr6xHIYmTObDVaHlEpwCdnM4fr9Te23Xah4IK8lcSCd9Z+ABAMMT7vbznYqDFvbEBh+mYd/Ur5cypXRtVIoIPgAY5baNQjXmwyUydqZdKteTSfmYyBeN8c5Iu1iaD4Tb2kjzMe3g46677jJ+7+rqwnXXXYfrrrtuursWMFBzJJVjVh0WC7rapXxz+X65e+14roixbHij2oLT8mAbsgE+Fqj20iNhCoILTlXQ4ypbpPunUHtQkXi+GFgBBdd8JHxPP1hT6e2idCa9maSu4tkzXB746IqjnwkOkwmPVSFUF4kJWoc4zcfi3gz2jeV0oO2u0GK23ozJm89KL/n9vnJhOGk1+t74nTXL8bW7ngXQ+ZoPIPQBAtwph0YJTikLRr+tKOZjpsCDUR64usZKN/NR/j9srRFY28ouphXNh+pq63A4LXayw6mg+aBN3PrJSn4yX9Q3In2YqS20xXyw1MokYT5WVQbS7aTxnHoY1CQ8ZA3k0aZb/PxVDMFZDyBK82GX6IbnRV0s6cNoMh+eF3an3TNcDqoMwSn3H+AuhNzsqcPp79kGnXZxDNqL55spRleFFr9fLeaDaz7Y/U7tuTMNZsXoanw2MB8DVap7GqX5iOpZ6TIZm0nQhUuCjGcK89IJ61zcmo/KGF/5zGiloBaV+nZFi7nNNCBrJST46CAUKzdbIlF2AVQD0RBp9U4pvV5iCx2mZSqlp0xUSrUMqxeXmyxt22cHH4vmZYz3RT3IrrSLeljUw6DYE88LHyjNfBTD1Yl6Vl35fGrGk3V4OVAtigrYVNklHRTU+SomiQdTnBoV5qO9QAWnXJisngMV7LoqtLgrZbXgg283HS4bm82mC4pO13wA1UuLextU7ULvA1Pkbn//M4lqgmHP86xqKFdwoMY0lS7Ol+zrM1MrdtpF3UodV+0iaC3UPJvwytEzFVGGnTop8xE6M3LmIxScltMM1ITs4EVh8BGwNMiiXnMVGfUg9ztMenSXxcrvWVJho97uZD4qr3c9LlGaj6Lj81ABhjoGZT76q5QA8p4bLrpY0DpozYejIaH6nlWA7WQ+mP8Ev597q2g+6Pv7I0z2pgraR2g6aYh2AU0zuEttG6P5oLosypAWWWXgTINqy1IRx+TjSWzapXI/FxwaN5eLqRacIlxU1dOPZ6bQ+XfyHAJ/aKgfRxg8EHOkdFhuyzUfYamt6YCa9H0cONAN3yt7Gijdh7q5F1bU+kq85xrI6blR5COYj66Ur1euKjDQ1S4JmnaJXg0ApsNpWGobvpbnVo1SWzZh8GoWvjIR5qO9QO8fPrBalWEOVoynXfj3bzEfbFI03TEbVykBmJPobEi7LO8PhbWuqrHTD1mEk1cvwPknLMeyGJFuNbz3tQfqn2lKlpfhzzRqKZXmAnausaPpxEzSDiBMe3Vze6BT0GFKJq4qrFmQEbSDwPuVqBXCWK6gHy66MlJ08/BEgUTNPPjIldvXk8Z06aSPhZX0ijLdUg+DCj408+GgsAHgDUcuxokrB4xcuHqtOpdJUvKq3q0eCmqBzVkRikiTMVZqC9jVBi6fD9c2AFbdv1S7tBdoY7k8E9NpTxwmkqarav798zRbbyZeNEjTNt2O6oXpgN5r7WSvPlWsrjCrgDv46O9J4T/++PW47qLXWvqIenDoAb267wxdpBRK7gXTTIHeS1HjBu+SzQWhNFgI0y4RjeUi7dVnQWO5TsSzL4/imM/ehtd94eetPpUpg5cI9mhmo2hVuwDhau1V4lSqHU4rK/18McB4rqjzhyp4CTUhqjxRaT4U85E3/s4f5CXzu/Cf68/Axk+/Wf9NG4oxwWlXKhGuXPVrqebD3GZ+JuFfqVuqq5zuXa8JV0LquAqW8yIbJLhrqTAf7QX1NZdIIK2gy9JZeThlPrpTCd1sEbBLq+d3xWtC+rqSOHrZfKxa2FNXl9daQO/FTrdXB4Cjl83HkvnlxY0y9popuCbbUmCPDTMJLjh1gRokArZYlsYKauwxe1mV/6cVLSo4Ce/3cJxuB83HnLFi9D0PE/liR9OWvERMNTAbz9lpFYAEH6S7p7pxu1Jly+hcoYTBibwVvPBqmKJOu5iC02IND/K5xy/DbU/sxvtOWYl/fWCHfvizROTKRaVUs8FZEfMzodUuDuYjpqKBltp2pxJIJ/yw+y8LLpbMz+hSXUCYj3YDbVrI+wWFfZDMtAtlCT3Pw6pF8/A/u4YB2MZPXBPEtRee5+EnHzsTpaDx9wbd32wote1JJ/GrP3kzRrMFQ6g7E1D3xRM7h3Dp9x7CMcv79HfLy6lnCl1GXx/3a+gCEajGfIQGkgphagWRmo+ET91PpdS2aVARn6t3QqeAr+Z7SPM4nXYhA5WiiveTG1t9DrT0lGpGrN4vjOFQgtOXR7J4ePurRvlvFL520WvxP59/uy4Z1IJTYnPOy2mdzIcjWI8UnBZrCD5Ysy86wXA62PO8qrlqQeug7pFiKTCcbgG7A3SUydTBJEXImQ+uYXLF2knSA6aRoGXds6XEuyuVmPHAAwgn+y0vDuFnT+7BtXc+jV2D5Wq3ZlUOUYY1Suh56VmHGr/zaYqOczrt4vD58DxSTuuyV28j5mPOjKC6NroNPvSpgjMf8xzMR8qRdqHN0GgOtZ+wG9yenduvq5tV0aUA8LVfPhsO5DEPsueVHVk5u5Ejre1DXYdiPkImJrbUlqZdCjbzYYgKmaiUG4dR62vXJEK3C/PRXghNxsy0y/1/drZljR9lMkW1CPzeoE3HqPdMM5Ai9yJnYATxcC2KlIg+yom20aALlaj552NvOQL/csmpePNRBwCwmQ8qQFXMTcFR3Wd2rjUF/qL5aBForstVNdEJ4CJKrfnIhT7/KYP5KG9XltFcx0DZjXyJpV245qNy7J50En/xO8cCALbtG6uJ+VBQRbPq48+S8l+u6zB8Pip/41/bq8S1EuClttDvV+hK+YY2hQ8+KxeGK99qK9hOTt/NRhiaj8q9PNCTwtK+Lp2eHKt0eI6q0DKYDyYapaxZs7/7lFEu3tgy3tkO3nMKCMdDl635jJwDuV+imPd00scbjjhALxh5cGBWu5TPO+9Iu5S9PMwAw9R8mH5KrcTcCT7IxJtvgxrnqUCnEioBgkqrDFOTMd9mPnTwwSZUym5o5kMJTiM0HwkfWHfMUgDAtv3jzuNGgb4kCAIj7eIzdoMKWV0DCAB841fPGb/njHI6+7y4mQ9PnaymwUfCHphef/jiyrY589h0DMLGcrAqv1S6b8erZdO8qAqtOOaDlmlH3Y8zhVwxdAJudBnvbIernFb1b+LfcTOgTAyjEJUWcaVdTIfT8v+Gz0dM2qUdmI85Izil6YhCqYR0B8ZdvERMqep3vDphaTaAMPhQNCMvAaTsRqgZYcyHFXz4WDHQhaTvIVcoYefgBIDaauYpVf3oi0OYqDyIZRoxTvNR/huP1lWPFgW3z4d5Xl2pBEYmyytgK/hYTEoAHQPTx95yODJJH+cevzz6IgUtgU80H7RsHAgZDWWaF1WhdfDiaOaDBh+utgDNQrNW67MFrmxws5mPehAVHFD2Qt3XRiNN4vPBLdRpGS5t7lkqBU3zOnFhzgQfVJ3eqcxHiaVdVmsn0jFLswGEzMhERWg3L+MW0Q2N5zVVrW7sftbZlvpuJBM+Vi7swfOvjOlIvl7m493X/VqvPNKJOObDNiBTUEHEWUcegF899TJ7GKHPl8JsT24GGJR2dwlKe9JJXL7uyNhrFLQG6qssBYGVQlxUETZmCyVkC6XICq1lfV248NRVeP6VUZxZYbkU6ETVbMb6pJUL8I4TV+Bw5jUjqA7X5PpqZUHFXYvbAbolRrZg/J3es9q3xlFqa1S0uOzVjUV4gLQEHzMPg/loQsVLEAQNF6XxJm5K/LlvNEc0HyTtwiyhe9jvlN1QrEGSpV0486FiuFWV4EOhljy4B/M1YT+ZhBVguESBnPlQD+jCynW47NX5ecVNHK87eCHOPnoJ9o3lcN4Jwm50EnyH4FSlECnjN54rRt4bnufh6vee0IzTrQu+7+EfLjyp1afRkYhLkTWT+aBl/HHg464CFZSq854gKZzAwW5ozQfZRhdjra54ab/Qb4bQTKXvWLaAt/zdRnzmR481dL9hiWD5d6XAHyVRctKRdlHoZb8rdmPLS0MYq9zISlkfOqDyTqDl7ZQlKJ9TDcFHxN2WSYU+H2Fvl1Czobex943lyte9oFKFknNYKPPz6klHDzhdqQS+/aHX4Ufrz8CRS+dXuxxBG0EHHyVYnjXl1WL55hvLFiLvDcHsQ7sEH3923tHwPOCjbz489nUh42wGH6r4Jel7egxTjDYQjneeF84BRWav7vvmPV8ozfwiPA5zJvgAmuf1cfsTu/H8K2P4/n3bG7pfznz0ddnEFWU+eLDBJ14VZStjJSBsfDTQ7W4gp2IbKs4r/72WtIv7NeW0S7hyNY/nRaZdRitplwWVBzZHcvFR1PoX3nMCMkkff37eMVXPV9A50JqPILDceoGQZfv1M68YKcR6IN4unYc4bXgzBacfOuMQPPG5c/Cpc46KfR31XqJQgYLve5rJo8yHS9ehNR+OMtzy36d8OQ3BnHqalB5ipjv6Ud1FI8t6iywASCZ8owMkPzZnPvjvLuW8mqyVn8BEvohsoWgITgFTnEffF4eoV1Bxp/q0aP8NNUds3T1ivE8xPgt02sVmPnjA87qDF+Lxz52DDzNTH0Fng/rEFByeNwp/estjU2Y+ZkNflbmGuNT3QQt6IrfNBHja2wU1Jg9z5oMsprodzIe7ooVrPjxhPloFRcPO9IdOGYZRJhyaDngAANgBBB0geWDCaUberwIIA5T5maQevF8eyVqrRf7g1tLqO4r5yCQTWkuimY9ieK0vvlquqNm6e9h4nw4+5qk+NZWHjaTVXBOMGITNPhiN5XTaxf09F0hgWw/GqpRJCtoPUezWmoP6cfyB/U0+m+rgztIK2reIaj7yLuYjDLq5vbrvmfID0Xw0EWqCzBVm9kOnCmsuHJoOXCWC1HSIOy92pRIGVcxpY047vvPEFfrG9n0PKysBxvZ945bgdEGPaXbEUzwuRC1CMknfMiCj1/q+U8pN3WjQVSwFutJGnYuadApVgg/B7EOYtqM+H+7vXjdorDPtotwnT1o1MMWzFDQbUWuiNx55QHNPpEZwZ2kFytZpzYeRdin/7/ueHifDLuImC9wuXh9zKvhINYn5oH4TQxONDz5ocEP9B1wr+oGYfiW8f8Wag8yVwOqKqPSFfeOW4LSf9brojhFyKkSN9WliMhY4NB/K1pxWuyixKUA1HyXrdRJ8zA2oWz8gDqfUVO/7l5ymf1b3Sb33xpf+14n49DlH4RsfOHmaZytoFqLYVj5+tQuo0J8yEzT46Ga9iuh2p+aDBCZAGHQL89FEJLU5y8x+6HT/jWQ+uMkYYPZ6cNHIlBnhDqe2hbTJZihR6U8f36WPrVYSfF9xVSQKvNRWwSi1rfyNVrv4DppQldkmfU+nl9TnTl/XrM6VgtbCo4JTB/Nx+qEL9c8qfVJv8HHA/AzWv/lwLJnfVf3FgrYAb6+g0K7BBz2v25/YrX+m5bJq3B53ltrazAZNuwCwgpNWYU4FH6HgdIaZD7J/ZdLVCLjoYtpt02X7TYMTvt1qnsUeSFVOe/fTr+h0SJS2oxYdBR3r6bEzSV+rUZVegzIfCTKxKKjgo7crqQMh9bnT182CDuSCGqAby5VCuplqPpIJH/Mz0eJswewEZT4WzQubYvKFVruA3pPKPRqISLvkHWkXzyOaD1MDp9MuCWE+mo5uh1BnJkDNZBqq+SAudgoDVZkPEnxUZT7M4OO8NbbRFg18XKW+cUgmfHz0zYfjkjMPwTHL+4zzojl7gPd2Kf+NVg4pd9N56WQYVJYClEqBrm8vv39O3eJzFobJWMld7cI7wlZrHijofNDgY8G88Ptv5x45F566CgAwlrUFpUlS7TLpEJx6XqiNy2vNByrbPL0PQIKPpkI5flZr7jNdUOajsZoPO1dtCk7jNR98sOUaEP5ALpnfhTcdZQqz6CEufv3BtZ04wafOOQqf/Z1jjU6dZcFpGQE48+FHpF3K3+H8rqQxyeSKJZP5kKzLnACtluKN5RS4v48EH7Mf9PlfSJiPdk27AMA81YWZ6NpoM0S1iM4Xw8ouF/PBNXDqs+CluK3CnHr6ejJma+2ZAhWcTjaQZXH5E/THBBeA+ZDx7bwG/oBeO5fNqWk6oP/hGYdgWV8X3n/6qlpO3wC9hkzKtlenPh9haVj4/tFsOaibl0ka55gvlgjNGF/nL5g9MBvLmQ6nCuuZu6SYhs1+0HFmARkra6nOaxXmOfq70L5elLFWLH5AfEC6mCC1xBjzdhGctu83MANoHvNhq5QbAXepLUm7OJb5NLeZScaLQjktDdg6EbqYXDgvjXs3vGVKEzydGNIJ21499PkINR+0imW0wnz0WsFHoJkPSbnMHaiBNQjCFR+/d/lq16WREswu0LSL6oUFAIt621PzAbiby9FKx0ylOrAUAJO5Ivq6UkSQGqbTJwtuzYfSQrW6weqcCj56HHTWTCDn6K7aCBTIDahAgwuXqZIqUwXczMiJB/Xj0ReHrC6eCjxvzif0qTILJvPh6/2EXW3t3i5G8DFZZj56M0ndyVEZTIUU5ZROTdCBULdTMQj0apCXf9NnpRzwCis220HHynmZJO7bcDY8r/pCrJVQzMdo1i6lVV5O3akExnJFfa+rAMPzwj5GWc18hHoQIBzTZ7rNSDXMyeBjPNs8zQfvxDodlFzMh1HNYg+mqxb2kO32bPy9S07DlhcHcdKqBc5j8rRLozQU9Boy1Oej8jej2sWl+ciFzEf5PMvBR65QMihKwdwAFZzq4IMLqmNSkILZCTpepZM+lvW3f5n0PIc8gHs8dafN4IPaqyvmI1uw9SAAkK4EXrmCBB9NQ3cLBKelBlIfTuajyoB6+JJe/fPCeTbV2N+dwhuOiHb7o2xKIzUUCRZ8cHaDRvrqtSVHqa1a3aYTPibzJeOz9xsVKQnaHrSr7WRU8FFFHyWYfaALkE5Js4XyABJ86AVV+XfF3KiGiVRU2pU0NR9UDwKEi1RhPpqIsMRoZj90at5SnALzsX8sh11DEzhuhek46tJ89JHgw6XgXtLXha+//7V4ZTSHU1a72Y04UDalkRqKpFHtEgpOFfVhVLs4BFJqu5pEQq+PIGy8J8HHnAFlPtTiwkq7kMowuTPmBuhiqVMExmHahQhOWadmlVrholKfpF3UtmLJTLuosVKYjyZCl2w2MBXiAvWZmMqhTvviz5EvBrj1o2fiBGJ57moFTpXPqxaabe4V3n687ddRK2japZEaCov5qPzsYj64BwhgClLpeeYKJaSSnnUMweyGujeLpUD3vODBB220ONPsp6A9QMeATmG7QsFpeI9yh2le0aIFp0a1izvtosfKFjMfnfFtNAi+pvZn9jgG8zGFgykV8r3PvWL8vcjoM4XPv+s4rDtmKf7ozIPrPlY1pMgDO1PVI+kkFZyW/2ZqPsp/KxmfayhIBcwHivY5EMwN0AA1SvNB03ABZngQELQFaKalnUWmFC7NR4mN/TzAoPbqGcV8FIoIgsDy+WgX5mNOBR+hBfPMDjzUvGU6LAsXe1LvC4oPrj0Y/+/iU6w2941Aimk+GgX6uWSSCVJqa1a7JAjzQd9Dg5PyeYZ5TPXxC/MxdxCW2gaRmg8AuOi0VfA94JIzD2nq+QlaA5p26TjmI1cg46G5oNIVLQU77aKCrCAoL2QDJsBPSalt8+FyypwJ0P0H0wg+eOmsLiFt4oqeaj4aOZnT1JTLXl17NSR9Z7UL17+ED1QpkiESzF7QUtsozQcAfOE9J+Bv3n28lNnOEXSi4LSnEnyUgjKz0Z1OWOMdF5XSclqqbaGOz56udlHMR2tTj53xbTQIYdXEzB6n0CCTMV46y9vaNwOU+Ug08Lg0NZUg/VuU4lTRiV2pMDChcRwVpAIwmsu5bOgFsxs+YTWj0i4KEnjMHfgdyHz0kPtWiU65u7VOreRLCILAKLWlQVbZeiDcBoRBWKuZj874NhoEl1PmTIAGHPXGHrT8ye5N0fwVPQ0+Glk9wr8DD2ZgqCL6rmTCyVjxlUBaC04DbcMuPh9zB5Q5m4xhPgRzC3QI7ZTgw/e9sL+LCj4Ck/WmzAcdSn3Pg+97elzMVnQf5W3l16RFcNp8qLloptMudFVfr76E9oJJsYdF0WTNfIjoOag8YyNQYJ8Lt1efrFxrVyoR9iII7OCDV7vkqeBUmI85A+oFo5iPHgk+5jyo/cDiNrZU5+DltiWL+QgFp3RcTFiplVADp8ZDVQ2YlVLb5kFrB2aY+aCC03pZFpVuAGymQd0szaxXp6mfrggaeyqYZKWOXFSqPodMyteiqsARfCjxbYo8bC4/FMHsBl1YqOCjkferoDNx0IIefP39JyNfLOHwJfNbfTo1Y14mCYxktX6JC+y7SEULnWO8ytSQSfoYzxUNx+cw7aK64krw0TRQRfxMwtB81HkoynzQmyoIAk2TNTP4oGmXTAMH85cGJ4zfVQ5TCU0nyQQyMmnmPYEwwHO59nGKUjD7QUXJaqCO0nwI5hbefvyyVp9C3eDltpzppT4fPO0ChMxHtlAyms4BIfMhpbZNhMspcyZgaj7qO1aWKJC5o6faVVPTLiT4eHTHYMP2u3pRT2X/FRpRPyzl69eC0yRNu4Tvj6t24RSlYPZDPds0nSeaD0GnQlms67QLK5ftIvbqdI6xvDyKJUOMCgAZMla2EnXNYtdffz3WrFmDvr4+9PX1Ye3atfjpT3+qt7/pTW+C53nGv8suu6zhJz1VhMHHzB5nOpqPoQm7mRBgRqmtCj4aif9zwRr87skH4b8+/gYAoQFQthJ07B/LAijTizqf77BXV9UuoclYIJqPOQgXy9XVIaZSAgFH6HKqmI/y332Wdsnmi0ZRA69oyZLgJOxq2x4mY3WlXQ466CBcc801OOKIIxAEAf75n/8Z73rXu/DII4/guOOOAwB8+MMfxuc//3n9np6exhtfTRXaKbOJ1S71sixDEznne43go4n16unkzEzgKxf24G9/90T9e4bQhNv2jekHqisVVruUXJoPB/OhAxOJPeYMeJy5cF5agk9Bx2KeNhpT/VlMR2edduGaD818VDrXFsNSW52iJqxIK1FX8PGOd7zD+P0LX/gCrr/+etx33306+Ojp6cGyZbXn2LLZLLLZrP59eHi4nlOqC36TSm2NrrZ1HmpwPE/eS4KPyj59zzYfm0nMFPPBkSZplyd2hvfAsr4uPPvyKACWhmJlx9rngwpOO8RUSDB98BTbwYvaZ9EjENQLW/NR/jtnPibzJYMRVmmZjFHtYmrg2oX5mPLoXCwWcdNNN2FsbAxr167Vf7/hhhuwePFiHH/88diwYQPGx8dj93P11Vejv79f/1u5cuVUT6kqXE6ZM4HpaD5o8EED05yudGkuldys4EOnXQol/cC96agD4Pue05/F9vkIBadKjJoS6mPOgBuHHbzI3WRRIOgEKM0H9/nQmg8iOHWmXWjwEdHbpdWaj7qrXR577DGsXbsWk5OT6O3txQ9/+EMce+yxAIA/+IM/wOrVq7FixQps2bIFV111FbZu3Ypbbrklcn8bNmzAlVdeqX8fHh6esQAk4aDvZwKF6QQfEzT4CG+ObAs8PgAz+Hj/6atm7DiZVJijVOVl6gF0mYzxaheq+VBmbM10ghW0FjzDslqCD0EHo6rPB1msudIumvkoFonmgxsydljwcdRRR2Hz5s0YGhrCv//7v+Piiy/Gxo0bceyxx+LSSy/VrzvhhBOwfPlynH322Xj22Wdx2GGHOfeXyWSQyWSmfgV1wGtBtUu9xxo2go/wvVnS66SZoAvKT7/t6Bk7Dq12GcuVHzhlEhWWSIevj/P5KBSF+Zhr4GmXgxZ0t+hMBILpgwtOI30+8kVDUOoKMKI0Hx1nr55Op3H44Yfj5JNPxtVXX40TTzwR1157rfO1p512GgDgmWeemd5ZNgghfT+zx6HMR70ky+A4EZyS9+pGa03WMdB8YqaBDqccNJIfz5oOleqhyRMmKKraJV8sIV8S5mOugVe7zO+aUxZGglkGLjjVpbYxPh+uPjZZQ/NR3tbxmg+FUqlkCEYpNm/eDABYvnz5dA/TEOhql5m2Vye5NM58DE/m8bMndht+HhQ07VJyVLs002AMMM9/Jo9Nq11+9uRuAGF3RxWETORsDxSX5iNf+aySwnzMGfDgQw3eAkEnIspkzLc0H6SdBHkEMg7NB+9qm+0kzceGDRtw7rnnYtWqVRgZGcGNN96Iu+66C7fffjueffZZ3HjjjTjvvPOwaNEibNmyBVdccQXOOussrFmzZqbOvy5wC++ZQpzg9CPffxj3PPMKLj3rUPzZecdY7x0iwQdlUFS1S7PTLv09YW+EmewGqliVJ14awnOvjJWPXenLEIqvwuCD05A00ld6kE5poS2YPrjmQ/q6CDoZluCULba0zwcptY1kPhgzotLR+U7SfOzduxcf/OAHsWvXLvT392PNmjW4/fbb8da3vhU7duzAz3/+c3zlK1/B2NgYVq5ciQsuuACf+cxnZurc64bLrGomECc4veeZVwAA37v3BWfwQXu7vEpSMK1iPo5e1odPn3MUVgx0zehxVNpFBR4A8J6TDgRAmI98EcVSgITvWQ/j/K5yoDIymQ8Fp8J8zBlwzYcwH4JOBheccuNE6nAal3ahzIdai3Wkz8e3v/3tyG0rV67Exo0bp31CMwm/SZoPk/lwv4YGGRQ0HfPNXz2H41b04V2vObBlglMAWP/mw2f8GDyoWnvoIiztKwc8dCKZyBfRm0la1S4DFZZkcDyvPUDE52PugLNywnwIOhlKcKoq/+JLbe20i2oeVzYZs1M2fV1JfYxWYU4tD1wlmzMB2tW23mNxEdCf3fIY3vWaA0PBaQuCj2aABx+9RDCYSfrwvXIgN54toDeTRJGV06r00OBEPvT5EIfLOQtpKifoZPRUNB92qW15u0q7FEqB9utwpl3yJajpSAXor121AFv+6pyZvYAaMDtnsgi4zKpmArSrbb3H4sGHEl22qtqlWeAdc2m1gud5YQ40osX0QHcaQJn5yAvzMSdxxJJeAMBATwoDPekWn41AMHUsrNy/I5MFTOSKVnVfFxkvFTtCyb+0w+ej3dZic4z5KP8/88zHNIIPloebV6GPsy0SnDYLnPmYzyjBnkwCI9mCLcCq6DoGKszH8EReVxuJ5mNu4daPnYnJfBGZZEI6Ggs6GgM9KfR1JTE8WcCdv91jMR90vFRCfHrP02oXlyakHTA7Z7IINKu3i2kyVt97LeYjzZiPWdqpMy7tAoTq77/72VYADuajEnzkiiUMT5YrhlLi8zGn0JVKYKAnjW7Rewg6HJ7nafbu50/u0ZoPNYd5nqfHzPGKKaMr+MgWStZ72wVzanQO7dVn9jim5qO+6IMHH6reu1XVLs0C71mjqlcU1ITyy60v45m9I1a1S3cqoUvIXhktVwkJ8yEQCDoVHzh9NQDgxVcn9HhHAwyVelGpaBpcqDR2Nm/3dmkXzM6ZLAJ+C+zVo6paAODHj+7EvtHQoK1YCoyUDQBs3T2Cf/7NC9g5OAFgFqddmHsqV2JTsuoXv91rVbt4nof+iu7j5ZHyZ9qspngCgUDQaJx+6CIAwLb9487gQzMfWZv56KpsmywULZ+PdsGc0nw0o6ttEASGZ/5k3u1kCgAf/9dHcMSSXtxx5RsBuO1uhycL+MsfP6F/n62CU67x4PbYtAPjF//7t/pnaqE+0JPCK6NZvFIJ6JLtFuoLBAJBjVi1qAdAeTGlzCfp+K+Yj3EH82HaryuPkJk/53rQZqczs1CTUaHOVEg94HFNXPABAE/vHdU3Ry1e+8r1c7ZhSZ9pYhYXfFDQaF95fewamgQQVgoJBAJBp6G/O4UFFS3bM3tHAZhsriq3VZoPGly47dfbazE2p4IP9cUVZrCbHw9sJmsIKL6+8TkAQLYYH6gAobByNuKNRx6gf+7NmNe5qNfd+ZiyG/yzmSfCQ4FA0MFQRot7VSo5aTMfSvORMJgP2vW2/DcJPlqIJGk+NlPgKZ0c6SoYhYde2A8AmMyZOgYXZnPwQY2hljEm5JNvPdL5Hp98VkrzoaAqhQQCgaATwZnudILqOippl6xiPqgeJOwSHki1S+uhSi+5qLORcO170/ZXY99z52/34pqf/hZjFfps4bw0rv391zhfO9A9e82TRrJhUz3eS+b1hy/GC9ecj8vXHWH8PY75EIttgUDQyeBjGtW4KZF+deZDql1aDsV8zGjaxbHvT9/8aNX3/eChHTp3Ny+diKzUOHZF3/ROsI2hqlSAaHfSgxfNM36nLNHBi81tqkxZIBAIOhF8selKu7h8PqjglDelaxfMyeAj3yDB6c7BCay/8WH84KEd+m9K80EZrpHJ8s0ROMzN/uTtRwEA9o/l8PC2QQDldIEr+DjxoH6dA5yNUP4ccVhdUYArUObj905ZaWyTtItAIOhkcOYjlbADDGe1S5Wut+2AORV8qLRLEDSm3Pb6u57Ff23ZhT/59y36b9z8CgCOWFruOeFKyRy0IJxMb3pwO4ByusDl5/G6gxdO+5zbGRevPRgAcN4JyyJfc1ilf4cCjfbTSR/HLi8zQ76HWR2oCQSC2Y/+Hq75IMyHdji17dV12qVQJA6nM3qqdWNOLQ2p42W+WELCnx4t/z+7hq2/qbRLwvdwyZmH4usbn9WVG66AJ5P0cfHa1fjne7fh2ZfHAJRLRGmlxoffcAheu2oB3njUAdb7ZxM+8ubDcMrBC/DaVQsiX9PXlUI66euyZN5K/dsfOgUPPL8fhy/pxcJ5s1cfIxAIZj+stIvT56MiOCVDoXI4DYKyyylgj5WtxtxiPsgX1wjRqfKTAMKUigowUr6PEw7sBwAMTZTTCa4qm3TSxxuOMIOK3kzCSBmctGoBzj1h+axPI6QSPs44fHHV3hwnxwQny/u78a7XHIjjVvQ3+vQEAoGgqbDTLg6fj0pjOd/BfADu4KQdMKeCD5oKydfgv1ENu4Ymwv1VGA9t+53wtFGW0nxEMR9vYozGgQPdhlhSqjZM8KZzAoFAMBsxwEttk67eLhXBKWE20glf6w5daZl2wJwKPhK+p7+Q6YpOhybyhptptlD+ggtE86EmydFKHXbeUQmTSfpIJnz8zbuP139bvWiewXJQ/wsBsLTPbTgmEAgEswl93XHMh/L5sJkPz/O06LTQpg6nc2oJ6XkeUr6PXLE07XJbFVAoZAslzIep+eirgflIJ8o3CK3iOHjRPIP5aLcSqVbjD884BE/uHMZbjl7S6lMRCASCGUNc2kU1lnMxH0A59TJB2nu0Wewxt4IPoCw6zRWn7/XB+7Co38NqF18LTUezBQRB4Owpo6paVi8MPSpWL+rRUStgdnQVAIcd0ItbPnJGq09DIBAIZhQDPabglDIhivlQa1qeVilvD40bhfloMZTuY7ppFx58ZCu/67RLIky7FEsBJvNutkUFHwcu6MYxlTLRFQPd8H0PZxy+CC++OoETV4p4UiAQCOYaeH+qXtIss4ul4zlDzre3m+ZjzgUfjWoupzQe/PdCMezPMi+dgOeVmYuRbN5ZYaOos4Tv4ScfO1P/DADfv+Q0FEtBpNunQCAQCGYvPM/D4Ut68czeUbzhiMXGNlrRAgAJFltwrWCbxR5zL/hoVHO56mkXD57noTeTxMhkASOThdi0C2BHpp7nGd4kAoFAIJhbuPF/n4ZHdgzi9EMWGX+nqXnATqtwvUi7+XzMveCjQc3lqqVdEpXj9HWlMDJZwOhkwUl7uZxMBQKBQCAAgCV9XTjnONv1uVrahQcf7ab5mHMzX0o3l5se85Fl71cuctxeXeXoRrMFZ8CTlpSKQCAQCOqEnXYxg4t+5o6abLO8y9xjPiqTfa7RaZci8/moBDlKdPrKaNbZLE6CD4FAIBDUi2qCUov5kOCjtVDRX6NLbRXzoRgVdRzlcvpPv34Bxy6fb+2n3W4IgUAgELQ/OPPB55IeFpy0G/Mx55bdutplmqW2yi9fwdZ8lL/oo5aWA45svjjtgEcgEAgEAgDIMMEpr01o91LbORh8qGqXqQcCz708iqv+4zHjby6TMQD4vdetBABs2zeOV8fzEAgEAoFgushUYT6qaUJajTkXfCQb4PPx6IuD1t+s3i6VIGd5fzcAYCJfxM7BCet9AoFAIBDUC4vZYMFFhm9vM9uGORd86GqXaaRdFGtyxuGL8K7XrAAQpl2KJVPz0Z1O6HLa7fvHp3xMgUAgEAgUqvl8VAtOWo05F3yodMh00i4qtdKdSmqHUhV85Ium5gMI2yLzZnQCgUAgEEwFqYRnuJZaaRfmISWajxajET4fKrWSSnha9JON0HwAdsmTQCAQCATTged5BrvBXRs48yHVLi2GZj6m4XBK+7eolEouotoFAAaY2YtAIBAIBNOFEXxUS7tI8NFa6N4uhakzH0XNfPgk7VKsbCsZxwGAfmE+BAKBQNBg0NRKXLWL77Vfb5c5F3w0wueD6jp42qXA7NWBUPOh8PrDzAZBAoFAIBDUizjmY35XOO9QGUC7oP3OaIahgoLpCU7LgUYq4Ui7FM3GcoCt+bjmvWvwO2uW418uOXXK5yAQCASCuY2Moflg9upk0VsK2s/gcu7ZqzfA58NkPsxqFyfz0WNqPpb0ZfCPf/DaKR9fIBAIBAIjtcKCjz4SfEy3i/tMYM4xH/PS5UiR26PXA1rRolzmsnlT80Gj0G4m/JFmcgKBQCCYLqjXB9eTtpvAlGPOzYIqBTI4DavzPDESS7MuubQMV4H/LM3kBAKBQDBdUOaj3UzEqqGu4OP666/HmjVr0NfXh76+PqxduxY//elP9fbJyUmsX78eixYtQm9vLy644ALs2bOn4Sc9HfRXUiCDE7kp76NYVBbqvs65qa62RYfmI0mYDmE9BAKBQNAIUMFppy1q65oJDzroIFxzzTXYtGkTHnroIbzlLW/Bu971LjzxxBMAgCuuuAK33norbr75ZmzcuBE7d+7Ee9/73hk58alCiXCmw3xQXQcvtXVpPujP6aQEHwKBQCCYPuKqXYD2XuzWJTh9xzveYfz+hS98Addffz3uu+8+HHTQQfj2t7+NG2+8EW95y1sAAN/5zndwzDHH4L777sPpp5/u3Gc2m0U2m9W/Dw8P13sNdWFBhfl4ZTRb5ZXRKJQcJmM67WJrPlLkBuBtkAUCgUAgmAriBKcAkEn6em5qN0w5LCoWi7jpppswNjaGtWvXYtOmTcjn81i3bp1+zdFHH41Vq1bh3nvvjdzP1Vdfjf7+fv1v5cqVUz2lmrBqYQ8AYMerEyhNUQGsKmXK9upKcGraq1OdBzUc68lI8CEQCASC6YMuZl0CU97Ztp1Qd/Dx2GOPobe3F5lMBpdddhl++MMf4thjj8Xu3buRTqcxMDBgvH7p0qXYvXt35P42bNiAoaEh/W/Hjh11X0Q9WDHQhaTvIVcoYffw5JT2EVqo+/rLn1RpF5fmg/zck27fm0EgEAgEnYNqaZdMG6f56/b5OOqoo7B582YMDQ3h3//933HxxRdj48aNUz6BTCaDTCYz5ffXi2TCx8qFPXj+lTFs2zeOFQPdVd8zniugJx1+VKq3Syrhoa+r/PeRyXLpbtGh+aAsCN2PQCAQCARTRbW0y+L5Gbw0ONHMU6oZdYdF6XQahx9+OE4++WRcffXVOPHEE3Httddi2bJlyOVyGBwcNF6/Z88eLFu2rFHn2xCo1MsL+8aqvvbxl4Zw7F/cjr/+yZP6b7R5nOrbMjSRR6kU6IZ1lAKj1S7zhPkQCAQCQQNgVLs4il0uX3cEFvemcfm6I5p4VrVh2pxMqVRCNpvFySefjFQqhTvvvFNv27p1K7Zv3461a9dO9zANxfL+LgDAKyPVRaf/92dbAQDfvud5/TflZppJJtBfqZ4JgjL74WosZzAfGWE+BAKBQDB90MZyLs3Hm49agoc+81Zcvu7IZp5WTahrJtywYQPOPfdcrFq1CiMjI7jxxhtx11134fbbb0d/fz8uueQSXHnllVi4cCH6+vrwsY99DGvXro2sdGkVFFsxOFG93LbLUZ0yWXEz7U6XNR896QTGc0UMTuS05oPqPFLCfAgEAoGgwaCLWb/DTMbqCj727t2LD37wg9i1axf6+/uxZs0a3H777XjrW98KAPjyl78M3/dxwQUXIJvN4pxzzsHXvva1GTnx6WCgu2I0VoPXB82pKajgQwUmA92pcvAxnndqPujPovkQCAQCQSPQT/q3tLudOkddM+G3v/3t2O1dXV247rrrcN11103rpGYaA0SnUQ00pxYEATzPw4QKPiosRn9PGjuHJjE4kXdqPgzmQ0ptBQKBQNAA0M61s9pefbZgfqVCZXiyevBBHUmV1mMiV0m7pELmAygHMy7NR1KqXQQCgUDQYNCO6bPaXn22QDERhRqc3wLiQ6ac4iYrhmI6+FBMyniO+HzQtItoPgQCgUDQWKi5B3BXu7Qz5mTwoTQYxRocTgvkNfmCCj4qaZdK8NFP+sW4NB/U6EWYD4FAIBA0AlTzMV5h5DsFczP4qDAf+WL14EM1jKOvV5oPxXz0VhTHe0eymh2h6ZoD5ocmapOFzrpBBAKBQNCeoJrEWmQE7YS5GXzUwXwolgMA8sUSgiAggtPyx6fKnf7lvm3YN5oDAKQT4U1Bb5BcoT2b/AgEAoGgc6FctjsFczr4yJeqBwK7h8L+L7liCdlCSetAFPNB0yrKyjbDSnT/9NyjceJB/fjdU2a2cZ5AIBAI5h5GOoz5mJMCBFV9UgvzsW3fuP757L/biN8jwYNiNFz7SSfM4OOyNx6Gy9542JTOVyAQCAQCF9527FL87Mk9eP/pq1t9KnVhbgYfvqp2iQ8+coUS9o3ljL/920M7KvvwdNVM3lE1k27jboICgUAgmB34+vtPxshkQTt3dwrm5AypymALVdIucSZk3VTHIcGHQCAQCFoAnzQ47STMyRlSMRbV0i5DE7nIbV3Er+P1hy22tmck+BAIBAKBwIk5OUMq5qNaqW1c7xfKfJx1xGL8yyWnGtuF+RAIBAKBwI05OUOmahScxgUftOGc53l4wxEHYGlf6OeRSYiTqUAgEAgELszJ4CNkPuI1H4M1aj4UqHupMB8CgUAgELgxJ2fI2jUfccyHHXzQv0nwIRAIBAKBG3NyhgyrXQIEQXQAMjQeIzh1BB+uYwgEAoFAIDAxJ4OPFOkyG8d+xKVdRrO2la1UuAgEAoFAUB1zcrZMJEJWohATfOwi1uocrpTMZ3/nWCR9D584+4jpnaBAIBAIBLMYc9ThNAw+Xh7JYuXCHufrthNrdY6sozvtyasX4LG/Ogfdaal0EQgEAoEgCnOS+aB9V37+P3siX7dzqNwkritlf0zZvLtSRgIPgUAgEAjiMSeDD9/3sO6YJQCAF1+diHzdZL7MblCNiEK2UL0jrkAgEAgEAhtzMvgAgLOOPAAAsGO/O7VSLAXaAfUNR5bt09NJHyv6uwAAaw9d1ISzFAgEAoFg9mFOaj4AoL+73IjHVbUChKwHAPzVO47DUUv78DsnLkc64eM/Hn4RH1x7cDNOUyAQCASCWYc5G3zMq7iRjuVs4ShgplUW92bwiXVhBcvl646c2ZMTCAQCgWAWY86mXXoyZWHoWBXmI53w4YthmEAgEAgEDcOcDT4U8/HM3lGsv/Fha7sKPjKOSheBQCAQCARTx5ydWedlwpLY/9qyy9B4AMBkpZS2mo26QCAQCASC+jBng49M0gwqfvak6fcxWTERc3l8CAQCgUAgmDrm7My6qDdt/H7fc/uM34fGy/bpvZlU085JIBAIBIK5gDkbfPSkk/jlp96E/3XyQQCA/aM5/Mt92/DM3hEAwLZ9YwCAVQu7W3aOAoFAIBDMRszZ4AMADlk8D2ccXjYLu+2J3fjsjx7Hur//FQDghUpfl4MXzWvZ+QkEAoFAMBsxp4MPABjoTjv/vr3ifLpagg+BQCAQCBqKOR98LJhnBx8jk3m8UEm7HLzI3fFWIBAIBALB1DDng4/jV/RZf3tpcALPv1IOPlYvFuZDIBAIBIJGYs4HH8mEj1ULTXbj7V+5G0FQdjdd1tfVojMTCAQCgWB2Ys4HH0Co7+BIJ30kxFpdIBAIBIKGQoKPGHz2d45p9SkIBAKBQDDrIMEHgI+++XDn36XSRSAQCASCxiPZ6hNoB1zx1iNx3gnLcegB8/D9+7bhb/7rfwAAq6XSRSAQCASChkOYDwAJ38OxK/rQlUrgnOOW6b8vnS9iU4FAIBAIGg1hPhhWLuzB1y56LRbOS8MXsalAIBAIBA1HXczH1Vdfjde97nWYP38+lixZgne/+93YunWr8Zo3velN8DzP+HfZZZc19KRnGuedsBynH7qo1achEAgEAsGsRF3Bx8aNG7F+/Xrcd999uOOOO5DP5/G2t70NY2Njxus+/OEPY9euXfrfl770pYaetEAgEAgEgs5FXWmX2267zfj9u9/9LpYsWYJNmzbhrLPO0n/v6enBsmXL+NudyGazyGaz+vfh4eF6TkkgEAgEAkGHYVqC06GhIQDAwoULjb/fcMMNWLx4MY4//nhs2LAB4+NuEy+gnMrp7+/X/1auXDmdUxIIBAKBQNDm8IIgCKbyxlKphHe+850YHBzEPffco//+zW9+E6tXr8aKFSuwZcsWXHXVVTj11FNxyy23OPfjYj5WrlyJoaEh9PXZfVcEAoFAIBC0H4aHh9Hf31/T/D3lapf169fj8ccfNwIPALj00kv1zyeccAKWL1+Os88+G88++ywOO+wwaz+ZTAaZTGaqpyEQCAQCgaDDMKW0y0c/+lH85Cc/wS9/+UscdNBBsa897bTTAADPPPPMVA4lEAgEAoFglqEu5iMIAnzsYx/DD3/4Q9x111045JBDqr5n8+bNAIDly5dP6QQFAoFAIBDMLtQVfKxfvx433ngj/vM//xPz58/H7t27AQD9/f3o7u7Gs88+ixtvvBHnnXceFi1ahC1btuCKK67AWWedhTVr1szIBQgEAoFAIOgs1CU49Ty34+d3vvMdfOhDH8KOHTvw/ve/H48//jjGxsawcuVKvOc978FnPvOZmsWj9QhWBAKBQCAQtAdmTHBaLU5ZuXIlNm7cWM8uBQKBQCAQzDFIYzmBQCAQCARNhQQfAoFAIBAImgoJPgQCgUAgEDQVUzYZmykoXYn0eBEIBAKBoHOg5u1a6ljaLvgYGRkBAOnxIhAIBAJBB2JkZAT9/f2xr5lyb5eZQqlUws6dOzF//vzI0t6pQvWN2bFjx5wr452r1z5XrxuQa5+L1z5XrxuQa2+Haw+CACMjI1ixYgV8P17V0XbMh+/7VS3bp4u+vr45d3MqzNVrn6vXDci1z8Vrn6vXDci1t/raqzEeCiI4FQgEAoFA0FRI8CEQCAQCgaCpmFPBRyaTwV/+5V8ik8m0+lSajrl67XP1ugG59rl47XP1ugG59k679rYTnAoEAoFAIJjdmFPMh0AgEAgEgtZDgg+BQCAQCARNhQQfAoFAIBAImgoJPgQCgUAgEDQVEnwIBAKBQCBoKuZM8HHdddfh4IMPRldXF0477TQ88MADrT6laeHqq6/G6173OsyfPx9LlizBu9/9bmzdutV4zeTkJNavX49Fixaht7cXF1xwAfbs2WO8Zvv27Tj//PPR09ODJUuW4NOf/jQKhUIzL2XauOaaa+B5Hi6//HL9t9l87S+99BLe//73Y9GiReju7sYJJ5yAhx56SG8PggB/8Rd/geXLl6O7uxvr1q3D008/bexj//79uOiii9DX14eBgQFccsklGB0dbfal1IxisYjPfvazOOSQQ9Dd3Y3DDjsMf/3Xf200sJot1/2rX/0K73jHO7BixQp4nocf/ehHxvZGXeeWLVvwhje8AV1dXVi5ciW+9KUvzfSlVUXctefzeVx11VU44YQTMG/ePKxYsQIf/OAHsXPnTmMfs/HaOS677DJ4noevfOUrxt876tqDOYCbbropSKfTwT/90z8FTzzxRPDhD384GBgYCPbs2dPqU5syzjnnnOA73/lO8PjjjwebN28OzjvvvGDVqlXB6Oiofs1ll10WrFy5MrjzzjuDhx56KDj99NOD17/+9Xp7oVAIjj/++GDdunXBI488Evz3f/93sHjx4mDDhg2tuKQp4YEHHggOPvjgYM2aNcEnPvEJ/ffZeu379+8PVq9eHXzoQx8K7r///uC5554Lbr/99uCZZ57Rr7nmmmuC/v7+4Ec/+lHw6KOPBu985zuDQw45JJiYmNCvefvb3x6ceOKJwX333RfcfffdweGHHx5ceOGFrbikmvCFL3whWLRoUfCTn/wkeP7554Obb7456O3tDa699lr9mtly3f/93/8d/Pmf/3lwyy23BACCH/7wh8b2Rlzn0NBQsHTp0uCiiy4KHn/88eBf//Vfg+7u7uAb3/hGsy7TibhrHxwcDNatWxf827/9W/Db3/42uPfee4NTTz01OPnkk419zMZrp7jllluCE088MVixYkXw5S9/2djWSdc+J4KPU089NVi/fr3+vVgsBitWrAiuvvrqFp5VY7F3794AQLBx48YgCMoPaiqVCm6++Wb9mv/5n/8JAAT33ntvEATlm933/WD37t36Nddff33Q19cXZLPZ5l7AFDAyMhIcccQRwR133BG88Y1v1MHHbL72q666KjjzzDMjt5dKpWDZsmXB3/7t3+q/DQ4OBplMJvjXf/3XIAiC4MknnwwABA8++KB+zU9/+tPA87zgpZdemrmTnwbOP//84I/+6I+Mv733ve8NLrrooiAIZu9180moUdf5ta99LViwYIFxr1911VXBUUcdNcNXVDviJmCFBx54IAAQbNu2LQiC2X/tL774YnDggQcGjz/+eLB69Woj+Oi0a5/1aZdcLodNmzZh3bp1+m++72PdunW49957W3hmjcXQ0BAAYOHChQCATZs2IZ/PG9d99NFHY9WqVfq67733XpxwwglYunSpfs0555yD4eFhPPHEE008+6lh/fr1OP/8841rBGb3tf/4xz/GKaecgt/93d/FkiVLcNJJJ+Fb3/qW3v78889j9+7dxrX39/fjtNNOM659YGAAp5xyin7NunXr4Ps+7r///uZdTB14/etfjzvvvBNPPfUUAODRRx/FPffcg3PPPRfA7L1ujkZd57333ouzzjoL6XRav+acc87B1q1b8eqrrzbpaqaPoaEheJ6HgYEBALP72kulEj7wgQ/g05/+NI477jhre6dd+6wPPl555RUUi0VjkgGApUuXYvfu3S06q8aiVCrh8ssvxxlnnIHjjz8eALB7926k02n9UCrQ6969e7fzc1Hb2hk33XQTHn74YVx99dXWttl87c899xyuv/56HHHEEbj99tvxx3/8x/j4xz+Of/7nfwYQnnvc/b57924sWbLE2J5MJrFw4cK2vfY//dM/xe///u/j6KOPRiqVwkknnYTLL78cF110EYDZe90cjbrOTr3/KSYnJ3HVVVfhwgsv1J1cZ/O1/5//83+QTCbx8Y9/3Lm906492dSjCWYE69evx+OPP4577rmn1afSFOzYsQOf+MQncMcdd6Crq6vVp9NUlEolnHLKKfjiF78IADjppJPw+OOP4+tf/zouvvjiFp/dzOEHP/gBbrjhBtx444047rjjsHnzZlx++eVYsWLFrL5ugRv5fB7ve9/7EAQBrr/++lafzoxj06ZNuPbaa/Hwww/D87xWn05DMOuZj8WLFyORSFiVDnv27MGyZctadFaNw0c/+lH85Cc/wS9/+UscdNBB+u/Lli1DLpfD4OCg8Xp63cuWLXN+Lmpbu2LTpk3Yu3cvXvva1yKZTCKZTGLjxo346le/imQyiaVLl87aa1++fDmOPfZY42/HHHMMtm/fDiA897j7fdmyZdi7d6+xvVAoYP/+/W177Z/+9Kc1+3HCCSfgAx/4AK644grNfM3W6+Zo1HV26v0PhIHHtm3bcMcdd2jWA5i913733Xdj7969WLVqlR7ztm3bhk9+8pM4+OCDAXTetc/64COdTuPkk0/GnXfeqf9WKpVw5513Yu3atS08s+khCAJ89KMfxQ9/+EP84he/wCGHHGJsP/nkk5FKpYzr3rp1K7Zv366ve+3atXjssceMG1Y9zHyCayecffbZeOyxx7B582b975RTTsFFF12kf56t137GGWdYJdVPPfUUVq9eDQA45JBDsGzZMuPah4eHcf/99xvXPjg4iE2bNunX/OIXv0CpVMJpp53WhKuoH+Pj4/B9c7hKJBIolUoAZu91czTqOteuXYtf/epXyOfz+jV33HEHjjrqKCxYsKBJV1M/VODx9NNP4+c//zkWLVpkbJ+t1/6BD3wAW7ZsMca8FStW4NOf/jRuv/12AB147U2XuLYAN910U5DJZILvfve7wZNPPhlceumlwcDAgFHp0Gn44z/+46C/vz+46667gl27dul/4+Pj+jWXXXZZsGrVquAXv/hF8NBDDwVr164N1q5dq7erctO3ve1twebNm4PbbrstOOCAA9q+3NQFWu0SBLP32h944IEgmUwGX/jCF4Knn346uOGGG4Kenp7g+9//vn7NNddcEwwMDAT/+Z//GWzZsiV417ve5SzFPOmkk4L7778/uOeee4Ijjjii7UpOKS6++OLgwAMP1KW2t9xyS7B48eLgT/7kT/RrZst1j4yMBI888kjwyCOPBACCv//7vw8eeeQRXdHRiOscHBwMli5dGnzgAx8IHn/88eCmm24Kenp6Wl5uGnftuVwueOc73xkcdNBBwebNm41xj1ZvzMZrd4FXuwRBZ137nAg+giAI/uEf/iFYtWpVkE6ng1NPPTW47777Wn1K0wIA57/vfOc7+jUTExPBRz7ykWDBggVBT09P8J73vCfYtWuXsZ8XXnghOPfcc4Pu7u5g8eLFwSc/+ckgn883+WqmDx58zOZrv/XWW4Pjjz8+yGQywdFHHx1885vfNLaXSqXgs5/9bLB06dIgk8kEZ599drB161bjNfv27QsuvPDCoLe3N+jr6wv+8A//MBgZGWnmZdSF4eHh4BOf+ESwatWqoKurKzj00EODP//zPzcmndly3b/85S+dz/bFF18cBEHjrvPRRx8NzjzzzCCTyQQHHnhgcM011zTrEiMRd+3PP/985Lj3y1/+Uu9jNl67C67go5Ou3QsCYhEoEAgEAoFAMMOY9ZoPgUAgEAgE7QUJPgQCgUAgEDQVEnwIBAKBQCBoKiT4EAgEAoFA0FRI8CEQCAQCgaCpkOBDIBAIBAJBUyHBh0AgEAgEgqZCgg+BQCAQCARNhQQfAoFAIBAImgoJPgQCgUAgEDQVEnwIBAKBQCBoKv5//9LGho0XLd4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(input.squeeze().detach().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0fcd226860>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(output.squeeze().detach().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note that the output is the whole sequence of next token prediction\n",
    "# so we need to select the last token (token_len=96) as the final prediction\n",
    "\n",
    "pred = output[:, -96:, 0].squeeze().detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the prediction\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.plot(df[\"OT\"][:lookback_length + prediction_length], color=\"limegreen\", label=\"Groundtruth\")\n",
    "plt.plot(range(lookback_length, lookback_length + prediction_length), pred, color=\"tomato\", label=\"Prediction\")\n",
    "plt.plot(df[\"OT\"][:lookback_length], color=\"royalblue\", label=\"Lookback\")\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py310",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
